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2.
Commun Biol ; 6(1): 68, 2023 01 18.
Artículo en Inglés | MEDLINE | ID: mdl-36653467

RESUMEN

Despite significant therapeutic advances, lung cancer remains the leading cause of cancer-related death worldwide1. Non-small cell lung cancer (NSCLC) patients have a very poor overall five-year survival rate of only 10-20%. Currently, TNM staging is the gold standard for predicting overall survival and selecting optimal initial treatment options for NSCLC patients, including those with curable stages of disease. However, many patients with locoregionally-confined NSCLC relapse and die despite curative-intent interventions, indicating a need for intensified, individualised therapies. Epithelial-to-mesenchymal transition (EMT), the phenotypic depolarisation of epithelial cells to elongated, mesenchymal cells, is associated with metastatic and treatment-refractive cancer. We demonstrate here that EMT-induced protein changes in small extracellular vesicles are detectable in NSCLC patients and have prognostic significance. Overall, this work describes a novel prognostic biomarker signature that identifies potentially-curable NSCLC patients at risk of developing metastatic NSCLC, thereby enabling implementation of personalised treatment decisions.


Asunto(s)
Carcinoma de Pulmón de Células no Pequeñas , Vesículas Extracelulares , Neoplasias Pulmonares , Humanos , Carcinoma de Pulmón de Células no Pequeñas/tratamiento farmacológico , Neoplasias Pulmonares/metabolismo , Pronóstico , Recurrencia Local de Neoplasia , Vesículas Extracelulares/metabolismo , Transición Epitelial-Mesenquimal/genética
3.
Eur Radiol Exp ; 4(1): 11, 2020 02 07.
Artículo en Inglés | MEDLINE | ID: mdl-32034573

RESUMEN

Radiomics, artificial intelligence, and deep learning figure amongst recent buzzwords in current medical imaging research and technological development. Analysis of medical big data in assessment and follow-up of personalised treatments has also become a major research topic in the area of precision medicine. In this review, current research trends in radiomics are analysed, from handcrafted radiomics feature extraction and statistical analysis to deep learning. Radiomics algorithms now include genomics and immunomics data to improve patient stratification and prediction of treatment response. Several applications have already shown conclusive results demonstrating the potential of including other "omics" data to existing imaging features. We also discuss further challenges of data harmonisation and management infrastructure to shed a light on the much-needed integration of radiomics and all other "omics" into clinical workflows. In particular, we point to the emerging paradigm shift in the implementation of big data infrastructures to facilitate databanks growth, data extraction and the development of expert software tools. Secured access, sharing, and integration of all health data, called "holomics", will accelerate the revolution of personalised medicine and oncology as well as expand the role of imaging specialists.


Asunto(s)
Algoritmos , Diagnóstico por Imagen , Oncología Médica , Medicina de Precisión/métodos , Humanos
4.
Eur J Nucl Med Mol Imaging ; 47(6): 1476-1485, 2020 06.
Artículo en Inglés | MEDLINE | ID: mdl-32025750

RESUMEN

INTRODUCTION: Tumor hypoxia is a centerpiece of disease progression mechanisms such as neoangiogenesis or aggressive hypoxia-resistant malignant cells selection that impacts on radiotherapy strategies. Early identification of regions at risk for recurrence and prognostic-based classification of patients is a necessity to devise tailored therapeutic strategies. We developed an image-based algorithm to spatially map areas of aerobic and anaerobic glycolysis (Glyoxia). METHODS: 18F-FDG and 18F-FMISO PET studies were used in the algorithm to produce DICOM-co-registered representations and maximum intensity projections combined with quantitative analysis of hypoxic volume (HV), hypoxic glycolytic volume (HGV), and anaerobic glycolytic volume (AGV) with CT/MRI co-registration. This was applied to a prospective clinical trial of 10 glioblastoma patients with post-operative, pre-radiotherapy, and early post-radiotherapy 18F-FDG and 18F-FMISO PET and MRI studies. RESULTS: In the 10 glioblastoma patients (5M:5F; age range 51-69 years), 14/18 18F-FMISO PET studies showed detectable hypoxia. Seven patients survived to complete post-radiotherapy studies. The patient with the longest overall survival showed non-detectable hypoxia in both pre-radiotherapy and post-radiotherapy 18F-FMISO PET. The three patients with increased HV, HGV, and AGV volumes after radiotherapy showed 2.8 months mean progression-free interval vs. 5.9 months for the other 4 patients. These parameters correlated at that time point with progression-free interval. Parameters combining hypoxia and glycolytic information (i.e., HGV and AGV) showed more prominent variation than hypoxia-based information alone (HV). Glyoxia-generated images were consistent with disease relapse topology; in particular, one patient had distant relapse anticipated by HV, HGV, and AGV maps. CONCLUSION: Spatial mapping of aerobic and anaerobic glycolysis allows unique information on tumor metabolism and hypoxia to be evaluated with PET, providing a greater understanding of tumor biology and potential response to therapy.


Asunto(s)
Glioblastoma , Anciano , Fluorodesoxiglucosa F18 , Glioblastoma/diagnóstico por imagen , Glioblastoma/radioterapia , Glucólisis , Humanos , Hipoxia/diagnóstico por imagen , Persona de Mediana Edad , Misonidazol , Recurrencia Local de Neoplasia/diagnóstico por imagen , Recurrencia Local de Neoplasia/radioterapia , Tomografía de Emisión de Positrones , Estudios Prospectivos , Radiofármacos
5.
PLoS One ; 10(11): e0142608, 2015.
Artículo en Inglés | MEDLINE | ID: mdl-26599227

RESUMEN

There is renewed interest in the immune regulatory role of the spleen in oncology. To date, very few studies have examined macroscopic variations of splenic volume in the setting of cancer, prior to or during therapy, especially in humans. Changes in splenic volume may be associated with changes in splenic function. The purpose of this study was to investigate variations in spleen volume in NSCLC patients during chemo-radiotherapy. Sixty patients with stage I-IIIB NSCLC underwent radiotherapy (60 Gy/30 fractions) for six weeks with concomitant carboplatin/paclitaxel (Ca/P; n = 32) or cisplatin/etoposide (Ci/E; n = 28). A baseline PET/CT scan was performed within 2 weeks prior to treatment and during Weeks 2 and 4 of chemo-radiotherapy. Spleen volume was measured by contouring all CT slices. Significant macroscopic changes in splenic volume occurred early after the commencement of treatment. A significant decrease in spleen volume was observed for 66% of Ca/P and 79% of Ci/E patients between baseline and Week 2. Spleen volume was decreased by 14.2% for Ca/P (p<0.001) and 19.3% for Ci/E (p<0.001) patients. By Week 4, spleen volume was still significantly decreased for Ca/P patients compared to baseline, while for Ci/E patients, spleen volume returned to above baseline levels. This is the first report demonstrating macroscopic changes in the spleen in NSCLC patients undergoing radical chemo-radiotherapy that can be visualized by non-invasive imaging.


Asunto(s)
Carcinoma de Pulmón de Células no Pequeñas/diagnóstico por imagen , Carcinoma de Pulmón de Células no Pequeñas/tratamiento farmacológico , Bazo/efectos de los fármacos , Bazo/patología , Anciano , Carboplatino/administración & dosificación , Carcinoma de Pulmón de Células no Pequeñas/patología , Carcinoma de Pulmón de Células no Pequeñas/radioterapia , Etopósido/administración & dosificación , Femenino , Humanos , Masculino , Persona de Mediana Edad , Estadificación de Neoplasias , Paclitaxel/administración & dosificación , Tomografía de Emisión de Positrones , Pronóstico , Radiografía , Bazo/diagnóstico por imagen
6.
J Extracell Vesicles ; 4: 27031, 2015.
Artículo en Inglés | MEDLINE | ID: mdl-26194179

RESUMEN

Extracellular vesicles represent a rich source of novel biomarkers in the diagnosis and prognosis of disease. However, there is currently limited information elucidating the most efficient methods for obtaining high yields of pure exosomes, a subset of extracellular vesicles, from cell culture supernatant and complex biological fluids such as plasma. To this end, we comprehensively characterize a variety of exosome isolation protocols for their efficiency, yield and purity of isolated exosomes. Repeated ultracentrifugation steps can reduce the quality of exosome preparations leading to lower exosome yield. We show that concentration of cell culture conditioned media using ultrafiltration devices results in increased vesicle isolation when compared to traditional ultracentrifugation protocols. However, our data on using conditioned media isolated from the Non-Small-Cell Lung Cancer (NSCLC) SK-MES-1 cell line demonstrates that the choice of concentrating device can greatly impact the yield of isolated exosomes. We find that centrifuge-based concentrating methods are more appropriate than pressure-driven concentrating devices and allow the rapid isolation of exosomes from both NSCLC cell culture conditioned media and complex biological fluids. In fact to date, no protocol detailing exosome isolation utilizing current commercial methods from both cells and patient samples has been described. Utilizing tunable resistive pulse sensing and protein analysis, we provide a comparative analysis of 4 exosome isolation techniques, indicating their efficacy and preparation purity. Our results demonstrate that current precipitation protocols for the isolation of exosomes from cell culture conditioned media and plasma provide the least pure preparations of exosomes, whereas size exclusion isolation is comparable to density gradient purification of exosomes. We have identified current shortcomings in common extracellular vesicle isolation methods and provide a potential standardized method that is effective, reproducible and can be utilized for various starting materials. We believe this method will have extensive application in the growing field of extracellular vesicle research.

7.
J Nucl Med ; 55(7): 1075-80, 2014 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-24868108

RESUMEN

UNLABELLED: Historically, it has been difficult to monitor the acute impact of anticancer therapies on hematopoietic organs on a whole-body scale. Deeper understanding of the effect of treatments on bone marrow would be of great potential value in the rational design of intensive treatment regimens. 3'-deoxy-3'-(18)F-fluorothymidine ((18)F-FLT) is a functional radiotracer used to study cellular proliferation. It is trapped in cells in proportion to thymidine-kinase 1 enzyme expression, which is upregulated during DNA synthesis. This study investigates the potential of (18)F-FLT to monitor acute effects of chemotherapy on cellular proliferation and its recovery in bone marrow, spleen, and liver during treatment with 2 different chemotherapy regimens. METHODS: Sixty patients with non-small cell lung cancer underwent concurrent radical chemoradiotherapy to 60 Gy in 6 wk with either cisplatin/etoposide (C/E, n = 28) weeks 1 and 5 or weekly carboplatin/paclitaxel (C/P, n = 32) regimens. (18)F-FLT and (18)F-FDG PET with CT were performed at baseline, week 2 (day 9 for (18)F-FLT and day 10 for (18)F-FDG PET), and week 4 (day 23 for (18)F-FLT and day 24 for (18)F-FDG PET). Visual and semiquantitative standardized uptake value (SUV) measurements were performed in bone marrow outside the radiotherapy field, liver, spleen, and small bowel. These were correlated to blood counts and smears in a subset of patients. RESULTS: The C/E group exhibited a drop in bone marrow (18)F-FLT uptake at week 2 (median SUVmax [maximum SUV] decrease to 31%, 8.7-6.0, P < 0.001), with recovery at week 4, reflecting the absence of chemotherapy between these times. By contrast, the weekly C/P group showed gradually declining bone marrow uptake (P > 0.05). Spleen uptake in both cohorts decreased at week 2, with intense rebound activity at week 4 (SUVmax week 4 at 58% above baseline: 2.4-3.8, for C/E, respectively, 30% for C/P: 2.7-3.5, P < 0.001). Liver uptake changed little. (18)F-FLT changes preceded neutrophil count reductions. (18)F-FDG uptake in marrow liver and spleen changed much less than (18)F-FLT. CONCLUSION: (18)F-FLT imaging may be used to quantify impairment and recovery of bone marrow by specific chemotherapy regimens and may also enable imaging of organ-specific processes such as spleen activation. (18)F-FLT is superior to (18)F-FDG for this purpose. This technology may support novel treatment planning and monitoring approaches in oncology patients.


Asunto(s)
Células de la Médula Ósea/citología , Carcinoma de Pulmón de Células no Pequeñas/terapia , Quimioradioterapia/efectos adversos , Didesoxinucleósidos , Neoplasias Pulmonares/terapia , Platino (Metal)/efectos adversos , Bazo/citología , Adulto , Anciano , Anciano de 80 o más Años , Células de la Médula Ósea/efectos de los fármacos , Células de la Médula Ósea/efectos de la radiación , Carcinoma de Pulmón de Células no Pequeñas/diagnóstico , Carcinoma de Pulmón de Células no Pequeñas/inmunología , Carcinoma de Pulmón de Células no Pequeñas/patología , Recuento de Células , Proliferación Celular/efectos de los fármacos , Proliferación Celular/efectos de la radiación , Femenino , Fluorodesoxiglucosa F18 , Glucosa/metabolismo , Humanos , Neoplasias Pulmonares/diagnóstico , Neoplasias Pulmonares/inmunología , Neoplasias Pulmonares/patología , Masculino , Persona de Mediana Edad , Neutrófilos/citología , Neutrófilos/efectos de los fármacos , Neutrófilos/efectos de la radiación , Especificidad de Órganos , Platino (Metal)/química , Platino (Metal)/uso terapéutico , Tomografía de Emisión de Positrones , Bazo/efectos de los fármacos , Bazo/efectos de la radiación , Tomografía Computarizada por Rayos X
8.
PLoS One ; 6(10): e26301, 2011.
Artículo en Inglés | MEDLINE | ID: mdl-22053188

RESUMEN

TCRep 3D is an automated systematic approach for TCR-peptide-MHC class I structure prediction, based on homology and ab initio modeling. It has been considerably generalized from former studies to be applicable to large repertoires of TCR. First, the location of the complementary determining regions of the target sequences are automatically identified by a sequence alignment strategy against a database of TCR Vα and Vß chains. A structure-based alignment ensures automated identification of CDR3 loops. The CDR are then modeled in the environment of the complex, in an ab initio approach based on a simulated annealing protocol. During this step, dihedral restraints are applied to drive the CDR1 and CDR2 loops towards their canonical conformations, described by Al-Lazikani et. al. We developed a new automated algorithm that determines additional restraints to iteratively converge towards TCR conformations making frequent hydrogen bonds with the pMHC. We demonstrated that our approach outperforms popular scoring methods (Anolea, Dope and Modeller) in predicting relevant CDR conformations. Finally, this modeling approach has been successfully applied to experimentally determined sequences of TCR that recognize the NY-ESO-1 cancer testis antigen. This analysis revealed a mechanism of selection of TCR through the presence of a single conserved amino acid in all CDR3ß sequences. The important structural modifications predicted in silico and the associated dramatic loss of experimental binding affinity upon mutation of this amino acid show the good correspondence between the predicted structures and their biological activities. To our knowledge, this is the first systematic approach that was developed for large TCR repertoire structural modeling.


Asunto(s)
Algoritmos , Biología Computacional/métodos , Receptores de Antígenos de Linfocitos T/química , Receptores de Antígenos de Linfocitos T/inmunología , Secuencia de Aminoácidos , Antígenos de Neoplasias/química , Automatización , Regiones Determinantes de Complementariedad/química , Simulación por Computador , Cristalografía por Rayos X , Glicina/química , Humanos , Enlace de Hidrógeno , Proteínas de la Membrana/química , Modelos Moleculares , Datos de Secuencia Molecular , Mutación/genética , Relación Estructura-Actividad
9.
Drug Test Anal ; 3(9): 544-7, 2011 Sep.
Artículo en Inglés | MEDLINE | ID: mdl-20886462

RESUMEN

Recently, a number of cases of smuggling dissolved cocaine in wine bottles have been reported. The aim of the present study was to determine whether cocaine dissolved in wine can be detected by proton magnetic resonance spectroscopy ((1) H MRS) on a standard clinical MR scanner, in intact (i.e. unopened) wine bottles. (1) H MRS experiments were performed with a 3 Tesla clinical scanner on wine phantoms with or without cocaine contamination. The aromatic protons of cocaine displayed resonance peaks in the 7-8 ppm region of the spectrum, where no overlapping resonances of wine were present. Additional cocaine resonances were detected in the 2-3 ppm region of the spectrum, between the resonances of ethanol and other wine constituents. Detection of cocaine in wine (at 5 mM, i.e. ∼1.5 g/L) was feasible in a scan time of 1 min. We conclude that dissolved cocaine can be detected in intact wine bottles, on a standard clinical MR scanner. Thus, (1) H MRS is the technique of choice to examine this type of suspicious cargo, since it allows for a non-destructive and rapid content characterization.


Asunto(s)
Cocaína/análisis , Espectroscopía de Resonancia Magnética/métodos , Vino/análisis , Embalaje de Productos , Protones , Sensibilidad y Especificidad
10.
Neoplasia ; 11(5): 459-68, 2 p following 468, 2009 May.
Artículo en Inglés | MEDLINE | ID: mdl-19412430

RESUMEN

Tumor-associated macrophages (TAMs) invade the tumor stroma in many cancers, yet their role is incompletely understood. To visualize and better understand these critical cells in tumor progression, we screened a portfolio of rationally selected, injectable agents to image endogenous TAMs ubiquitously in three different cancer models (colon carcinoma, lung adenocarcinoma, and soft tissue sarcoma). AMTA680, a functionally derivatized magneto-fluorescent nanoparticle, labeled a subset of myeloid cells with an "M2" macrophage phenotype, whereas other neighboring cells, including tumor cells and a variety of other leukocytes, remained unlabeled. We further show that AMTA680-labeled endogenous TAMs are not altered and can be tracked noninvasively at different resolutions and using various imaging modalities, e.g., fluorescence molecular tomography, magnetic resonance imaging, and multiphoton and confocal intravital microscopy. Quantitative assessment of TAM distribution and activity in vivo identified that these cells cluster in delimited foci within tumors, show relatively low motility, and extend cytoplasmic protrusions for prolonged physical interactions with neighboring tumor cells. Noninvasive imaging can also be used to monitor TAM-depleting regimen quantitatively. Thus, AMTA680 or related cell-targeting agents represent appropriate injectable vehicles for in vivo analysis of the tumor microenvironment.


Asunto(s)
Diagnóstico por Imagen/métodos , Macrófagos/citología , Nanopartículas del Metal , Neoplasias/inmunología , Animales , Inmunohistoquímica , Imagen por Resonancia Magnética , Ratones , Microscopía Confocal , Reacción en Cadena de la Polimerasa de Transcriptasa Inversa
11.
Proc Natl Acad Sci U S A ; 105(39): 15010-5, 2008 Sep 30.
Artículo en Inglés | MEDLINE | ID: mdl-18809922

RESUMEN

Naturally acquired immune responses against human cancers often include CD8(+) T cells specific for the cancer testis antigen NY-ESO-1. Here, we studied T cell receptor (TCR) primary structure and function of 605 HLA-A*0201/NY-ESO-1(157-165)-specific CD8 T cell clones derived from five melanoma patients. We show that an important proportion of tumor-reactive T cells preferentially use TCR AV3S1/BV8S2 chains, with remarkably conserved CDR3 amino acid motifs and lengths in both chains. All remaining T cell clones belong to two additional sets expressing BV1 or BV13 TCRs, associated with alpha-chains with highly diverse VJ usage, CDR3 amino acid sequence, and length. Yet, all T cell clonotypes recognize tumor antigen with similar functional avidity. Two residues, Met-160 and Trp-161, located in the middle region of the NY-ESO-1(157-165) peptide, are critical for recognition by most of the T cell clonotypes. Collectively, our data show that a large number of alphabeta TCRs, belonging to three distinct sets (AVx/BV1, AV3/BV8, AVx/BV13) bind pMHC with equal antigen sensitivity and recognize the same peptide motif. Finally, this in-depth study of recognition of a self-antigen suggests that in part similar biophysical mechanisms shape TCR repertoires toward foreign and self-antigens.


Asunto(s)
Proteínas de Neoplasias/inmunología , Fragmentos de Péptidos/inmunología , Receptores de Antígenos de Linfocitos T alfa-beta/inmunología , Secuencias de Aminoácidos , Secuencia de Aminoácidos , Linfocitos T CD8-positivos/inmunología , Células Clonales , Secuencia Conservada , Humanos , Melanoma/inmunología , Metionina/química , Datos de Secuencia Molecular , Receptores de Antígenos de Linfocitos T alfa-beta/química , Receptores de Antígenos de Linfocitos T alfa-beta/clasificación , Receptores de Antígenos de Linfocitos T alfa-beta/genética , Neoplasias Cutáneas/inmunología , Treonina/química , Transcripción Genética
12.
J Immunol ; 179(11): 7635-45, 2007 Dec 01.
Artículo en Inglés | MEDLINE | ID: mdl-18025209

RESUMEN

HLA-A2-restricted cytolytic T cells specific for the immunodominant human tumor Ag Melan-A(MART-1) can kill most HLA-matched melanoma cells, through recognition of two naturally occurring antigenic variants, i.e., Melan-A nonamer AAGIGILTV and decamer EAAGIGILTV peptides. Several previous studies have suggested a high degree of TCR cross-reactivity to the two peptides. In this study, we describe for the first time that some T cell clones are exclusively nonamer specific, because they are not labeled by A2/decamer-tetramers and do not recognize the decamer when presented endogenously. Functional assays with peptides gave misleading results, possibly because decamers were cleaved by exopeptidases. Interestingly, nonapeptide-specific T cell clones were rarely Valpha2.1 positive (only 1 of 19 clones), in contrast to the known strong bias for Valpha2.1-positive TCRs found in decamer-specific clones (59 of 69 clones). Molecular modeling revealed that nonapeptide-specific TCRs formed unfavorable interactions with the decapeptide, whereas decapeptide-specific TCRs productively created a hydrogen bond between CDR1alpha and glutamic acid (E) of the decapeptide. Ex vivo analysis of T cells from melanoma metastases demonstrated that both nonamer and decamer-specific T cells were enriched to substantial frequencies in vivo, and representative clones showed efficient tumor cell recognition and killing. We conclude that the two peptides should be regarded as distinct epitopes when analyzing tumor immunity and developing immunotherapy against melanoma.


Asunto(s)
Antígenos de Neoplasias/inmunología , Linfocitos T CD8-positivos/inmunología , Epítopos Inmunodominantes/inmunología , Melanoma/inmunología , Proteínas de Neoplasias/inmunología , Fragmentos de Péptidos/inmunología , Sitios de Unión , Línea Celular Tumoral , Clonación Molecular , Humanos , Antígeno MART-1 , Modelos Moleculares , Fragmentos de Péptidos/síntesis química , Conformación Proteica , Estructura Secundaria de Proteína , Receptores de Antígenos de Linfocitos T/inmunología
13.
Int J Radiat Oncol Biol Phys ; 64(3): 869-75, 2006 Mar 01.
Artículo en Inglés | MEDLINE | ID: mdl-16226399

RESUMEN

PURPOSE: This study was performed to determine the impact of perfusion and diffusion magnetic resonance imaging (MRI) sequences on patients during treatment of newly diagnosed glioblastoma. Special emphasis has been given to these imaging technologies as tools to potentially anticipate disease progression, as progression-free survival is frequently used as a surrogate endpoint. METHODS AND MATERIALS: Forty-one patients from a phase II temolozomide clinical trial were included. During follow-up, images were integrated 21 to 28 days after radiochemotherapy and every 2 months thereafter. Assessment of scans included measurement of size of lesion on T1 contrast-enhanced, T2, diffusion, and perfusion images, as well as mass effect. Classical criteria on tumor size variation and clinical parameters were used to set disease progression date. RESULTS: A total of 311 MRI examinations were reviewed. At disease progression (32 patients), a multivariate Cox regression determined 2 significant survival parameters: T1 largest diameter (p < 0.02) and T2 size variation (p < 0.05), whereas perfusion and diffusion were not significant. CONCLUSION: Perfusion and diffusion techniques cannot be used to anticipate tumor progression. Decision making at disease progression is critical, and classical T1 and T2 imaging remain the gold standard. Specifically, a T1 contrast enhancement over 3 cm in largest diameter together with an increased T2 hypersignal is a marker of inferior prognosis.


Asunto(s)
Neoplasias Encefálicas/patología , Progresión de la Enfermedad , Glioblastoma/patología , Imagen por Resonancia Magnética/métodos , Análisis de Varianza , Antineoplásicos Alquilantes/uso terapéutico , Neoplasias Encefálicas/irrigación sanguínea , Neoplasias Encefálicas/tratamiento farmacológico , Neoplasias Encefálicas/radioterapia , Dacarbazina/análogos & derivados , Dacarbazina/uso terapéutico , Imagen de Difusión por Resonancia Magnética/métodos , Femenino , Glioblastoma/irrigación sanguínea , Glioblastoma/tratamiento farmacológico , Glioblastoma/radioterapia , Humanos , Masculino , Persona de Mediana Edad , Estudios Prospectivos , Temozolomida
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