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Geometrical Measures Obtained from Pretreatment Postcontrast T1 Weighted MRIs Predict Survival Benefits from Bevacizumab in Glioblastoma Patients

Authors :
R. Luque
Víctor M. Pérez-García
Gaspar Reynes
Jaume Capellades
Julián Pérez-Beteta
Miguel Gil-Gil
David Molina
Sergi Peralta
Ana Herrero
Ramon De Las Penas
Juan Manuel Sepúlveda
Alicia Martínez-González
Carmen Balana
[Molina, David] Univ Castilla La Mancha, Inst Matemat Aplicada Ciencia & Ingn, Lab Math Oncol MoLAB, Edificio Politecn,Avda Camilo Jose Cela 3, E-13071 Ciudad Real, Spain
[Perez-Beteta, Julian] Univ Castilla La Mancha, Inst Matemat Aplicada Ciencia & Ingn, Lab Math Oncol MoLAB, Edificio Politecn,Avda Camilo Jose Cela 3, E-13071 Ciudad Real, Spain
[Martinez-Gonzalez, Alicia] Univ Castilla La Mancha, Inst Matemat Aplicada Ciencia & Ingn, Lab Math Oncol MoLAB, Edificio Politecn,Avda Camilo Jose Cela 3, E-13071 Ciudad Real, Spain
[Perez-Garcia, Victor M.] Univ Castilla La Mancha, Inst Matemat Aplicada Ciencia & Ingn, Lab Math Oncol MoLAB, Edificio Politecn,Avda Camilo Jose Cela 3, E-13071 Ciudad Real, Spain
[Sepulveda, Juan M.] Hosp Univ 12 Octubre, Med Oncol Serv, Madrid, Spain
[Peralta, Sergi] Hosp St Joan de Reus, Med Oncol Serv, Reus, Spain
[Gil-Gil, Miguel J.] Inst Catala Oncol IDIBELL, Med Oncol Serv, Barcelona, Spain
[Reynes, Gaspar] Hosp Univ La Fe, Med Oncol Serv, Valencia, Spain
[Herrero, Ana] Hosp Miguel Servet, Med Oncol Serv, Zaragoza, Spain
[De Las Penas, Ramon] Hosp Prov Castellon, Med Oncol Serv, Castellon de La Plana, Spain
[Capellades, Jaume] Hosp Univ Virgen de las Nieves, Med Oncol Serv, Granada, Spain
[Capellades, Jaume] Hosp del Mar, Radiol Serv, Neuroradiol Sect, Barcelona, Spain
[Balana, Carmen] Hosp Badalona Germans Trias & Pujol, IGTP, Inst Catala Oncol, Med Oncol Serv, Badalona, Spain
Ministerio de Economia y Competitividad/FEDER, Spain
Consejeria de Educacion Cultura y Deporte from Junta de Comunidades de Castilla-La Mancha, Spain
James S. Mc. Donnell Foundation 21st Century Science Initiative in Mathematical and Complex Systems Approaches for Brain Cancer
[Molina,D
Pérez-Beteta,J
Martínez-González,A
Pérez-García,VM] Laboratory of Mathematical Oncology (MôLAB), Instituto de Matemática Aplicada a la Ciencia y la Ingeniería, Universidad de Castilla-La Mancha, Ciudad Real, Spain. [Sepúlveda,JM] Medical Oncology Service, Hospital Universitario, 12 de Octubre, Madrid, Spain. [Peralta,S] Medical Oncology Service, Hospital Sant Joan de Reus, Reus, Spain. [Gil-Gil,MJ] Medical Oncology Service, Institut Catalá d’Oncologia IDIBELL, Hospitalet de Llobregat, Barcelona, Spain. [Reynes,G] Medical Oncology Service, Hospital Universitario La Fe, Valencia, Spain. [Herrero,A] Medical Oncology Service, Hospital Miguel Servet, Zaragoza, Spain. [De Las Peñas,R] Medical Oncology Service, Hospital Provincial de Castellón, Castellón, Spain. [Luque,R] Medical Oncology Service, Hospital Universitario Virgen de las Nieves, Granada, Spain. [Capellades,J] Neuroradiology Section. Radiology Service. Hospital del Mar, Barcelona, Spain. [Balaña,C] Medical Oncology Service, Institut Català d’Oncologia, IGTP, Hospital Universitari Germans Trias i Pujol, Badalona, Spain.
This work has been supported by Ministerio de Economía y Competitividad/FEDER, Spain [grant number MTM2015-71200-R], Consejería de Educación Cultura y Deporte from Junta de Comunidades de Castilla-La Mancha, Spain [grant number PEII-2014-031-P] and James S. Mc. Donnell Foundation 21st Century Science Initiative in Mathematical and Complex Systems Approaches for Brain Cancer [Special Initiative Collaborative – Planning Grant 220020420 and Collaborative award 220020450].
Source :
Dipòsit Digital de Documents de la UAB, Universitat Autònoma de Barcelona, Dipòsit Digital de la UB, Universidad de Barcelona, Repositorio Institucional de la Consejería de Sanidad de la Comunidad de Madrid, Consejería de Sanidad de la Comunidad de Madrid, Recercat. Dipósit de la Recerca de Catalunya, instname, PLoS ONE, Vol 11, Iss 8, p e0161484 (2016), PLoS ONE
Publication Year :
2016

Abstract

BACKGROUND: Antiangiogenic therapies for glioblastoma (GBM) such as bevacizumab (BVZ), have been unable to extend survival in large patient cohorts. However, a subset of patients having angiogenesis-dependent tumors might benefit from these therapies. Currently, there are no biomarkers allowing to discriminate responders from non-responders before the start of the therapy. METHODS: 40 patients from the randomized GENOM009 study complied the inclusion criteria (quality of images, clinical data available). Of those, 23 patients received first line temozolomide (TMZ) for eight weeks and then concomitant radiotherapy and TMZ. 17 patients received BVZ+TMZ for seven weeks and then added radiotherapy to the treatment. Clinical variables were collected, tumors segmented and several geometrical measures computed including: Contrast enhancing (CE), necrotic, and total volumes; equivalent spherical CE width; several geometric measures of the CE 'rim' geometry and a set of image texture measures. The significance of the results was studied using Kaplan-Meier and Cox proportional hazards analysis. Correlations were assessed using Spearman correlation coefficients. RESULTS: Kaplan-Meier and Cox proportional hazards analysis showed that total, CE and inner volume (p = 0.019, HR = 4.258) and geometric heterogeneity of the CE areas (p = 0.011, HR = 3.931) were significant parameters identifying response to BVZ. The group of patients with either regular CE areas (small geometric heterogeneity, median difference survival 15.88 months, p = 0.011) or those with small necrotic volume (median survival difference 14.50 months, p = 0.047) benefited substantially from BVZ. CONCLUSION: Imaging biomarkers related to the irregularity of contrast enhancing areas and the necrotic volume were able to discriminate GBM patients with a substantial survival benefit from BVZ. A prospective study is needed to validate our results. This work has been supported by Ministerio de Economía y Competitividad/FEDER, Spain [grant number MTM2015-71200-R], Consejería de Educación Cultura y Deporte from Junta de Comunidades de Castilla-La Mancha, Spain [grant number PEII-2014-031-P] and James S. Mc. Donnell Foundation 21st Century Science Initiative in Mathematical and Complex Systems Approaches for Brain Cancer [Special Initiative Collaborative – Planning Grant 220020420 and Collaborative award 220020450]. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.

Subjects

Subjects :
Male
Cervell Tumors
medicine.medical_treatment
Chemicals and Drugs::Amino Acids, Peptides, and Proteins::Proteins::Globulins::Serum Globulins::Immunoglobulins::Antibodies::Antibodies, Monoclonal::Antibodies, Monoclonal, Humanized::Bevacizumab [Medical Subject Headings]
Cancer Treatment
United-states
lcsh:Medicine
Diagnóstico por imagen
Angiogenesis Inhibitors
Kaplan-Meier Estimate
Biochemistry
Diagnostic Radiology
0302 clinical medicine
Estudios prospectivos
Antineoplastic Combined Chemotherapy Protocols
Medicine and Health Sciences
Image Processing, Computer-Assisted
Blastomas
Inhibidores de la angiogénesis
Prospective Studies
lcsh:Science
Prospective cohort study
Neurological Tumors
Neoadjuvant therapy
Multidisciplinary
medicine.diagnostic_test
Brain Neoplasms
Radiology and Imaging
Middle Aged
Dacarbazina
Prognosis
Magnetic Resonance Imaging
Neoadjuvant Therapy
Tumor Burden
Bevacizumab
Treatment Outcome
Oncology
Neurology
Chemicals and Drugs::Chemical Actions and Uses::Pharmacologic Actions::Physiological Effects of Drugs::Growth Substances::Angiogenesis Modulating Agents::Angiogenesis Inhibitors [Medical Subject Headings]
Research Design
030220 oncology & carcinogenesis
Marcadors bioquímics
Analytical, Diagnostic and Therapeutic Techniques and Equipment::Diagnosis::Diagnostic Techniques and Procedures::Diagnostic Imaging [Medical Subject Headings]
Female
Radiology
Research Article
medicine.drug
Tractament adjuvant del càncer
Clinical Oncology
Adult
medicine.medical_specialty
Analytical, Diagnostic and Therapeutic Techniques and Equipment::Investigative Techniques::Epidemiologic Methods::Epidemiologic Study Characteristics as Topic::Epidemiologic Studies::Cohort Studies::Longitudinal Studies::Prospective Studies [Medical Subject Headings]
Imaging Techniques
Chemicals and Drugs::Biological Factors::Biomarkers [Medical Subject Headings]
Radiation Therapy
Antineoplastic Agents
Cancer adjuvant treatment
Image Analysis
Research and Analysis Methods
Brain tumors
03 medical and health sciences
Diagnostic Medicine
Chemicals and Drugs::Biological Factors::Biological Markers [Medical Subject Headings]
medicine
Temozolomide
Tumors cerebrals
Humans
Aged
Proportional Hazards Models
Chemicals and Drugs::Organic Chemicals::Triazenes::Dacarbazine [Medical Subject Headings]
Radiotherapy
business.industry
Proportional hazards model
lcsh:R
Diseases::Neoplasms::Neoplasms by Histologic Type::Neoplasms, Germ Cell and Embryonal::Neuroectodermal Tumors::Neoplasms, Neuroepithelial::Glioma::Astrocytoma::Glioblastoma [Medical Subject Headings]
Biology and Life Sciences
Cancers and Neoplasms
Magnetic resonance imaging
Surgery
Radiation therapy
Biomarcadores
Concomitant
Waves
lcsh:Q
Clinical Medicine
business
Glioblastoma
Glioblastoma Multiforme
030217 neurology & neurosurgery
Biomarkers

Details

Database :
OpenAIRE
Journal :
Dipòsit Digital de Documents de la UAB, Universitat Autònoma de Barcelona, Dipòsit Digital de la UB, Universidad de Barcelona, Repositorio Institucional de la Consejería de Sanidad de la Comunidad de Madrid, Consejería de Sanidad de la Comunidad de Madrid, Recercat. Dipósit de la Recerca de Catalunya, instname, PLoS ONE, Vol 11, Iss 8, p e0161484 (2016), PLoS ONE
Accession number :
edsair.doi.dedup.....343a3ebcece9e3cd6447e30e8e3d86c2