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1.
J Appl Clin Med Phys ; 25(3): e14193, 2024 Mar.
Artículo en Inglés | MEDLINE | ID: mdl-37922377

RESUMEN

BACKGROUND: Positron Emission Tomography-Magnetic Resonance (PET-MR) scanners could improve ano-rectal radiotherapy planning through improved Gross Tumour Volume (GTV) delineation and enabling dose painting strategies using metabolic measurements. This requires accurate quantitative PET images acquired in the radiotherapy treatment position. PURPOSE: This study aimed to evaluate the impact on GTV delineation and metabolic parameter measurement of using novel Attenuation Correction (AC) maps that included the radiotherapy flat couch, coil bridge and anterior coil to see if they were necessary. METHODS: Seventeen ano-rectal radiotherapy patients received a 18 F $\mathrm{^{18}F}$ -FluoroDeoxyGlucose PET-MR scan in the radiotherapy position. PET images were reconstructed without ( CTAC std $\mathrm{CTAC_{std}}$ ) and with ( CTAC cba $\mathrm{CTAC_{cba}}$ ) the radiotherapy hardware included. Both AC maps used the same Computed Tomography image for patient AC. Semi-manual and threshold GTVs were delineated on both PET images, the volumes compared and the Dice coefficient calculated. Metabolic parameters: Standardized Uptake Values SUV max $\mathrm{SUV_{max}}$ , SUV mean $\mathrm{SUV_{mean}}$ and Total Lesion Glycolysis (TLG) were compared using paired t-tests with a Bonferroni corrected significance level of p = 0.05 / 8 = 0.006 $p = 0.05/8 = 0.006$ . RESULTS: Differences in semi-manual GTV volumes between CTAC cba $\mathrm{CTAC_{cba}}$ and CTAC std $\mathrm{CTAC_{std}}$ were approaching statistical significance (difference - 15.9 % ± 1.6 % $-15.9\%\pm 1.6\%$ , p = 0.007 $p = 0.007$ ), with larger differences in low FDG-avid tumours ( SUV mean < 8.5 g mL - 1 $\mathrm{SUV_{mean}} < 8.5\;\mathrm{g\: mL^{-1}}$ ). The CTAC cba $\mathrm{CTAC_{cba}}$ and CTAC std $\mathrm{CTAC_{std}}$ GTVs were concordant with Dice coefficients 0.89 ± 0.01 $0.89 \pm 0.01$ (manual) and 0.98 ± 0.00 $0.98 \pm 0.00$ (threshold). Metabolic parameters were significantly different, with SUV max $\mathrm{SUV_{max}}$ , SUV mean $\mathrm{SUV_{mean}}$ and TLG differences of - 11.5 % ± 0.3 % $-11.5\%\ \pm 0.3\%$ ( p < 0.001 $p < 0.001$ ), - 11.6 % ± 0.3 % $-11.6\% \pm 0.3\%$ ( p < 0.001 $p < 0.001$ ) and - 13.7 % ± 0.6 % $-13.7\%\ \pm 0.6\%$ ( p = 0.003 $p = 0.003$ ) respectively. The TLG difference resulted in 1/8 rectal cancer patients changing prognosis group, based on literature TLG cut-offs, when using CTAC cba $\mathrm{CTAC_{cba}}$ rather than CTAC std $\mathrm{CTAC_{std}}$ . CONCLUSIONS: This study suggests that using AC maps with the radiotherapy hardware included is feasible for patient imaging. The impact on tumour delineation was mixed and needs to be evaluated in larger cohorts. However using AC of the radiotherapy hardware is important for situations where accurate metabolic measurements are required, such as dose painting and treatment prognostication.


Asunto(s)
Imagen Multimodal , Tomografía de Emisión de Positrones , Humanos , Imagen Multimodal/métodos , Tomografía de Emisión de Positrones/métodos , Imagen por Resonancia Magnética , Espectroscopía de Resonancia Magnética , Fluorodesoxiglucosa F18 , Radiofármacos
2.
NMR Biomed ; 30(9)2017 Sep.
Artículo en Inglés | MEDLINE | ID: mdl-28543772

RESUMEN

Poly(adenosine diphosphate ribose) polymerases (PARPs) are multifunctional proteins which play a role in many cellular processes. Namely, PARP1 and PARP2 have been shown to be involved in DNA repair, and therefore are valid targets in cancer treatment with PARP inhibitors, such as rucaparib, currently in clinical trials. Proton magnetic resonance spectroscopy (1 H-MRS) was used to study the impact of rucaparib in vitro and ex vivo in liver tissue from mice, via quantitative analysis of nicotinamide adenosine diphosphate (NAD+ ) spectra, to assess the potential of MRS as a biomarker of the PARP inhibitor response. SW620 (colorectal) and A2780 (ovarian) cancer cell lines, and PARP1 wild-type (WT) and PARP1 knock-out (KO) mice, were treated with rucaparib, temozolomide (methylating agent) or a combination of both drugs. 1 H-MRS spectra were obtained from perchloric acid extracts of tumour cells and mouse liver. Both cell lines showed an increase in NAD+ levels following PARP inhibitor treatment in comparison with temozolomide treatment. Liver extracts from PARP1 WT mice showed a significant increase in NAD+ levels after rucaparib treatment compared with untreated mouse liver, and a significant decrease in NAD+ levels in the temozolomide-treated group. The combination of rucaparib and temozolomide did not prevent the NAD+ depletion caused by temozolomide treatment. The 1 H-MRS results show that NAD+ levels can be used as a biomarker of PARP inhibitor and methylating agent treatments, and suggest that in vivo measurement of NAD+ would be valuable.


Asunto(s)
Indoles/farmacología , Hígado/metabolismo , NAD/metabolismo , Inhibidores de Poli(ADP-Ribosa) Polimerasas/farmacología , Espectroscopía de Protones por Resonancia Magnética/métodos , Animales , Línea Celular Tumoral , Humanos , Ratones Noqueados , NAD/química
3.
Eur J Nucl Med Mol Imaging ; 42(6): 831-40, 2015 May.
Artículo en Inglés | MEDLINE | ID: mdl-25673055

RESUMEN

PURPOSE: 3'-Deoxy-3'-(18)F-fluorothymidine (FLT) positron emission tomography (PET) has limited utility in abdominal imaging due to high physiological hepatic uptake of tracer. We evaluated FLT PET/CT combined with a temporal-intensity information-based voxel-clustering approach termed kinetic spatial filtering (FLT PET/CTKSF) for early prediction of response and survival outcomes in locally advanced and metastatic pancreatic cancer patients receiving gemcitabine-based chemotherapy. METHODS: Dynamic FLT PET/CT data were collected before and 3 weeks after the first cycle of chemotherapy. Changes in tumour FLT PET/CT variables were determined. The primary end point was RECIST 1.1 response on contrast-enhanced CT after 3 months of therapy. RESULTS: Twenty patients were included. Visual distinction between tumours and normal pancreas was seen in FLT PETKSF images. All target lesions (>2 cm), including all primary pancreatic tumours, were visualised. Of the 11 liver metastases, 3 (<2 cm) were not visible after kinetic filtering. Of the 20 patients, 7 progressed (35%). Maximum standardised uptake value at 60 min post-injection (SUV60,max) significantly increased in patients with disease progression (p = 0.04). Receiver-operating characteristic curve analysis indicated that a threshold of SUV60,max increase of ≥ 12% resulted in sensitivity, specificity and positive predictive value (PPV) of 71, 100 and 100%, respectively [area under the curve (AUC) 0.90, p = 0.0001], to predict patients with disease progression. Changes in SUV60,max were not predictive of survival. CONCLUSION: FLT PET/CT detected changes in proliferation, with early increase in SUV60,max predicting progressive disease with a high specificity and PPV. Therefore, FLT PET/CT could be used as an early response biomarker for gemcitabine-based chemotherapy, to select a poor prognostic group who may benefit from novel therapeutic agents in advanced and metastatic pancreatic cancer.


Asunto(s)
Didesoxinucleósidos , Neoplasias Pancreáticas/diagnóstico por imagen , Tomografía de Emisión de Positrones , Radiofármacos , Anciano , Anciano de 80 o más Años , Desoxicitidina/análogos & derivados , Desoxicitidina/uso terapéutico , Femenino , Humanos , Masculino , Persona de Mediana Edad , Imagen Multimodal , Metástasis de la Neoplasia , Neoplasias Pancreáticas/tratamiento farmacológico , Neoplasias Pancreáticas/patología , Valor Predictivo de las Pruebas , Tomografía Computarizada por Rayos X , Gemcitabina
4.
EJNMMI Phys ; 11(1): 10, 2024 Jan 29.
Artículo en Inglés | MEDLINE | ID: mdl-38282050

RESUMEN

BACKGROUND: Positron emission tomography-magnetic resonance (PET-MR) attenuation correction is challenging because the MR signal does not represent tissue density and conventional MR sequences cannot image bone. A novel zero echo time (ZTE) MR sequence has been previously developed which generates signal from cortical bone with images acquired in 65 s. This has been combined with a deep learning model to generate a synthetic computed tomography (sCT) for MR-only radiotherapy. This study aimed to evaluate this algorithm for PET-MR attenuation correction in the pelvis. METHODS: Ten patients being treated with ano-rectal radiotherapy received a [Formula: see text]F-FDG-PET-MR in the radiotherapy position. Attenuation maps were generated from ZTE-based sCT (sCTAC) and the standard vendor-supplied MRAC. The radiotherapy planning CT scan was rigidly registered and cropped to generate a gold standard attenuation map (CTAC). PET images were reconstructed using each attenuation map and compared for standard uptake value (SUV) measurement, automatic thresholded gross tumour volume (GTV) delineation and GTV metabolic parameter measurement. The last was assessed for clinical equivalence to CTAC using two one-sided paired t tests with a significance level corrected for multiple testing of [Formula: see text]. Equivalence margins of [Formula: see text] were used. RESULTS: Mean whole-image SUV differences were -0.02% (sCTAC) compared to -3.0% (MRAC), with larger differences in the bone regions (-0.5% to -16.3%). There was no difference in thresholded GTVs, with Dice similarity coefficients [Formula: see text]. However, there were larger differences in GTV metabolic parameters. Mean differences to CTAC in [Formula: see text] were [Formula: see text] (± standard error, sCTAC) and [Formula: see text] (MRAC), and [Formula: see text] (sCTAC) and [Formula: see text] (MRAC) in [Formula: see text]. The sCTAC was statistically equivalent to CTAC within a [Formula: see text] equivalence margin for [Formula: see text] and [Formula: see text] ([Formula: see text] and [Formula: see text]), whereas the MRAC was not ([Formula: see text] and [Formula: see text]). CONCLUSION: Attenuation correction using this radiotherapy ZTE-based sCT algorithm was substantially more accurate than current MRAC methods with only a 40 s increase in MR acquisition time. This did not impact tumour delineation but did significantly improve the accuracy of whole-image and tumour SUV measurements, which were clinically equivalent to CTAC. This suggests PET images reconstructed with sCTAC would enable accurate quantitative PET images to be acquired on a PET-MR scanner.

5.
Radiother Oncol ; 184: 109692, 2023 07.
Artículo en Inglés | MEDLINE | ID: mdl-37150446

RESUMEN

BACKGROUND AND PURPOSE: Magnetic Resonance (MR)-only radiotherapy enables the use of MR without the uncertainty of MR-Computed Tomography (CT) registration. This requires a synthetic CT (sCT) for dose calculations, which can be facilitated by a novel Zero Echo Time (ZTE) sequence where bones are visible and images are acquired in 65 seconds. This study evaluated the dose calculation accuracy for pelvic sites of a ZTE-based Deep Learning sCT algorithm developed by GE Healthcare. MATERIALS AND METHODS: ZTE and CT images were acquired in 56 pelvic radiotherapy patients in the radiotherapy position. A 2D U-net convolutional neural network was trained using pairs of deformably registered CT and ZTE images from 36 patients. In the remaining 20 patients the dosimetric accuracy of the sCT was assessed using cylindrical dummy Planning Target Volumes (PTVs) positioned at four different central axial locations, as well as the clinical treatment plans (for prostate (n = 10), rectum (n = 4) and anus (n = 6) cancers). The sCT was rigidly and deformably registered, the plan recalculated and the doses compared using mean differences and gamma analysis. RESULTS: Mean dose differences to the PTV D98% were ≤ 0.5% for all dummy PTVs and clinical plans (rigid registration). Mean gamma pass rates at 1%/1 mm were 98.0 ± 0.4% (rigid) and 100.0 ± 0.0% (deformable), 96.5 ± 0.8% and 99.8 ± 0.1%, and 95.4 ± 0.6% and 99.4 ± 0.4% for the clinical prostate, rectum and anus plans respectively. CONCLUSIONS: A ZTE-based sCT algorithm with high dose accuracy throughout the pelvis has been developed. This suggests the algorithm is sufficiently accurate for MR-only radiotherapy for all pelvic sites.


Asunto(s)
Aprendizaje Profundo , Neoplasias de la Próstata , Radioterapia de Intensidad Modulada , Masculino , Humanos , Planificación de la Radioterapia Asistida por Computador/métodos , Radioterapia de Intensidad Modulada/métodos , Dosificación Radioterapéutica , Neoplasias de la Próstata/diagnóstico por imagen , Neoplasias de la Próstata/radioterapia , Imagen por Resonancia Magnética/métodos , Espectroscopía de Resonancia Magnética , Algoritmos , Pelvis/diagnóstico por imagen , Tomografía Computarizada por Rayos X/métodos
6.
Phys Imaging Radiat Oncol ; 22: 28-35, 2022 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-35493852

RESUMEN

Background and purpose Simultaneous Positron Emission Tomography - Magnetic Resonance (PET-MR) imaging can potentially improve radiotherapy by enabling more accurate tumour delineation and dose painting. The use of PET-MR imaging for radiotherapy planning requires a comprehensive Quality Assurance (QA) programme to be developed. This study aimed to develop the QA tests required and assess their repeatability and stability. Materials and methods QA tests were developed for: MR image quality, MR geometric accuracy, electromechanical accuracy, PET-MR alignment accuracy, Diffusion Weighted (DW)-MR Apparent Diffusion Coefficient (ADC) accuracy and PET Standard Uptake Value (SUV) accuracy. Each test used a dedicated phantom and was analysed automatically or semi-automatically, with in-house software. Repeatability was evaluated by three same-day measurements with independent phantom positions. Stability was assessed through 12 monthly measurements. Results The repeatability Standard Deviations (SDs) of distortion for the MR geometric accuracy test were ⩽ 0.7 mm . The repeatability SDs in ADC difference from reference were ⩽ 3 % for the DW-MR accuracy test. The PET SUV difference from reference repeatability SD was 0.3 % . The stability SDs agreed within 0.6 mm , 1 percentage point and 1.4 percentage points of the repeatability SDs for the geometric, ADC and SUV accuracy tests respectively. There were no monthly trends apparent. These results were representative of the other tests. Conclusions QA Tests for radiotherapy planning PET-MR have been developed. The tests appeared repeatable and stable over a 12-month period. The developed QA tests could form the basis of a QA programme that enables high-quality, robust PET-MR imaging for radiotherapy planning.

7.
Phys Med Biol ; 66(3): 035018, 2021 01 29.
Artículo en Inglés | MEDLINE | ID: mdl-33242847

RESUMEN

Positron emission tomography-magnetic resonance (PET-MR) scanners could improve radiotherapy planning through combining PET and MR functional imaging. This depends on acquiring high quality and quantitatively accurate images in the radiotherapy position. This study evaluated PET-MR image quality using a flat couch and coil bridge for pelvic radiotherapy. MR and PET image quality phantoms were imaged in three setups: phantom on the PET-MR couch with anterior coil on top (diagnostic), phantom on a flat couch with coil on top (couch), and phantom on the flat couch with coil on a coil bridge (radiotherapy). PET images were also acquired in each setup without the anterior coil. PET attenuation correction of the flat couch and coil bridge were generated using kilovoltage computed tomography (CT) images and of the anterior coil using megavoltage CT images. MR image quality was substantially affected, with MR signal to noise ratio (SNR) relative to the diagnostic setup of 89% ± 2% (mean ± standard error of the mean, couch) and 54% ± 1% (radiotherapy), likely due to the increased distance between the patient and receive coils. The reduction impacted the low-contrast detectability score: 23 ± 1 (diagnostic), 19.7 ± 0.3 (couch) and 15 ± 1 (radiotherapy). All other MR metrics agreed within one standard error. PET quantitative accuracy was also affected, with measured activity with anterior coil being different to diagnostic without anterior coil by -16.7% ± 0.2% (couch) and -17.7 ± 0.1% (radiotherapy), without attenuation correction modification. Including the couch and coil bridge attenuation correction reduced this difference to -7.5% ± 0.1%, and including the anterior coil reduced this to -2.7% ± 0.1%. This was better than the diagnostic setup with anterior coil (difference -8.3% ± 0.2%). This translated into greater PET SNR performance for the fully corrected radiotherapy setup compared to diagnostic with coil. However contrast recovery was unchanged by the modified attenuation correction, with the diagnostic setup remaining ∼2% better. Quantitative PET in the radiotherapy setup is possible if appropriate attenuation correction is used. Pelvic radiotherapy PET-MR imaging protocols will need to consider the impact on PET-MR image quality.


Asunto(s)
Procesamiento de Imagen Asistido por Computador/normas , Imagen por Resonancia Magnética/normas , Neoplasias Pélvicas/radioterapia , Pelvis/efectos de la radiación , Fantasmas de Imagen , Tomografía de Emisión de Positrones/normas , Planificación de la Radioterapia Asistida por Computador/métodos , Humanos , Neoplasias Pélvicas/diagnóstico por imagen , Pelvis/diagnóstico por imagen , Garantía de la Calidad de Atención de Salud , Relación Señal-Ruido
8.
Acta Oncol ; 49(7): 906-13, 2010 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-20831477

RESUMEN

INTRODUCTION: The efficacy of the vascular disrupting agent combretastatin A-4 phosphate (CA4P) depends on several factors including tumor size, nitric oxide level, interstitial fluid pressure, and vascular permeability. These factors vary among tumor types. The aim of this study was to investigate all these factors in two tumor models that respond differently to CA4P. MATERIAL AND METHODS: Mice bearing C3H mammary carcinomas or KHT sarcomas (200 to 800 mm(3)) were intraperitoneally injected with CA4P (100 mg/kg). Tumor size and the effect of a nitric oxide inhibitor nitro-L-arginine (NLA) administered intravenously were evaluated by necrotic fraction histologically assessed at 24 hours. Interstitial fluid pressure (IFP) was measured using the wick-in-needle technique, and vascular characteristics were assessed with dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI). RESULTS: Initial necrotic fraction was about 10% in both tumor models at 200 mm(3), but only increased significantly with tumor size in the C3H mammary carcinoma. In this tumor, CA4P significantly induced further necrosis by about 15% at all sizes, but in the KHT tumor, the induced necrotic fraction depended on tumor size. For both tumor types, NLA with CA4P significantly increased necrotic fraction above that for each drug alone. CA4P significantly decreased IFP in all tumors except in the 800 mm(3) C3H tumor, which had an initially non-significant lower value. Interstitial volume estimated by DCE-MRI increased in all groups, except the 800 mm(3) C3H tumors. DCE-MRI vascular parameters showed different initial characteristics and general significant reductions following CA4P treatment. CONCLUSIONS: Both tumor models showed differences in all factors before treatment, and in their response to CA4P. Perfusion and permeability as estimated by DCE-MRI play a central role in the CA4P response, and interstitial volume and IFP seemed related. These factors may be of clinical value in the planning of CA4P treatments.


Asunto(s)
Diagnóstico por Imagen/métodos , Neoplasias Mamarias Experimentales/diagnóstico , Neoplasias Mamarias Experimentales/tratamiento farmacológico , Estilbenos/uso terapéutico , Animales , Antineoplásicos Fitogénicos/farmacología , Antineoplásicos Fitogénicos/uso terapéutico , Carcinoma/diagnóstico , Carcinoma/tratamiento farmacológico , Carcinoma/patología , Línea Celular Tumoral , Medios de Contraste , Modelos Animales de Enfermedad , Femenino , Imagen por Resonancia Magnética/métodos , Neoplasias Mamarias Experimentales/patología , Ratones , Ratones Endogámicos C3H , Óxido Nítrico/metabolismo , Sarcoma/diagnóstico , Sarcoma/tratamiento farmacológico , Sarcoma/patología , Estadística como Asunto , Estilbenos/farmacología , Resultado del Tratamiento , Carga Tumoral/efectos de los fármacos
9.
Int J Radiat Oncol Biol Phys ; 70(3): 859-66, 2008 Mar 01.
Artículo en Inglés | MEDLINE | ID: mdl-18164835

RESUMEN

PURPOSE: To determine how combretastatin A-4 disodium phosphate (CA4DP) dose-dependent changes in radiation response of a C3H mouse mammary carcinoma relate to measurements of dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI) parameters and how those mouse DCE-MRI results compare with published clinical DCE-MRI data. METHODS AND MATERIALS: C3H mammary carcinomas grown in female CDF(1) mice were treated when at 200 mm(3) in size. Groups of mice were given graded radiation doses, either alone or followed 30 min later by an intraperitoneal injection of CA4DP, administered at doses of 10-250 mg/kg. The radiation dose producing local tumor control in 50% of treated animals at 90 days (TCD(50)) was calculated for each CA4DP dose. DCE-MRI was performed before and 3 h after CA4DP administration, and parameters describing vascularity and interstitial volume were estimated. RESULTS: TCD(50) showed a dose-dependent decrease reaching significance at 25 mg/kg. At greater doses of 50 and 100 mg/kg, the TCD(50) increased slightly and was not significantly different from that of controls. TCD(50) significantly decreased again at 250 mg/kg. The drug dose-response curves for all post-treatment vascular DCE-MRI parameters showed a shape similar to that of the TCD(50) curve. A similar dose dependency was seen with previously published clinical data. CONCLUSION: Our preclinical DCE-MRI data could predict the CA4DP enhancement of the tumor radiation response and suggest the clinical CA4DP doses necessary to improve the radiation response in patients.


Asunto(s)
Antineoplásicos Fitogénicos/uso terapéutico , Neoplasias Mamarias Experimentales/irrigación sanguínea , Neoplasias Mamarias Experimentales/radioterapia , Neovascularización Patológica/tratamiento farmacológico , Estilbenos/uso terapéutico , Animales , Medios de Contraste , Relación Dosis-Respuesta en la Radiación , Ensayos de Selección de Medicamentos Antitumorales , Femenino , Imagen por Resonancia Magnética , Neoplasias Mamarias Experimentales/tratamiento farmacológico , Ratones , Ratones Endogámicos , Neovascularización Patológica/patología , Carga Tumoral
10.
Acta Oncol ; 47(7): 1265-70, 2008.
Artículo en Inglés | MEDLINE | ID: mdl-18661437

RESUMEN

INTRODUCTION: Dynamic contrast enhanced magnetic resonance imaging (DCE-MRI) allows in vivo characterization of tumour vasculature. As such, it is applicable for monitoring the effects of treatments targeting vasculature. The aims of this study were to evaluate the properties of tumour areas segmented-out by DCE-MRI parameters and to evaluate the changes induced by the vascular disrupting agent (VDA) combretastatin A-4 disodium phosphate (CA4DP), a leading VDA in clinical trials, in these areas. MATERIAL AND METHODS: Two tumour models previously shown to respond differently to CA4DP were chosen. The C3H mammary carcinoma and the KHT sarcoma were grown in the right rear foot of CDF(1) and C3H/km mice, respectively, and treated when at 200 or 800 mm(3) in size. DCE-MRI, using the contrast agent Gd-DTPA, was performed on a 7 T spectroscopy/imaging system before and 3 hours after i.p. CA4DP administration at a dose of 100 mg/kg. From the voxel concentration-time curves, the semiquantitative parameter of initial area under the curve (IAUC), the model parameters transfer constant K(trans), interstitial volume v(e), and blood plasma volume v(p), were calculated. Tumour images were segmented into three groups based on the DCE-MRI model parameters using the K-means algorithm, and the groups were ranked by IAUC. RESULTS: The resulting voxels of the tumour segments were mainly spatially connected structures. Initial DCE-MRI parameter values showed different dependencies on tumour model and size in the regions. For all regions in all tumour groups, the treatment reduced IAUC by 36-51%, whereas the model parameters showed more dependencies on tumour model and size. DISCUSSION: This segmentation technique identifies tumour regions with different microenvironmental characteristics responding differently to CA4DP and may be valuable in the optimization of combined VDA with radiotherapy or chemotherapy. The method may also prove useful for optimization and monitoring of local treatment such as radiotherapy.


Asunto(s)
Imagen por Resonancia Magnética/métodos , Neoplasias Mamarias Experimentales/irrigación sanguínea , Sarcoma Experimental/irrigación sanguínea , Sarcoma Experimental/diagnóstico , Algoritmos , Animales , Antineoplásicos Fitogénicos/farmacología , Medios de Contraste , Femenino , Gadolinio DTPA , Aumento de la Imagen , Neoplasias Mamarias Experimentales/diagnóstico , Ratones , Ratones Endogámicos C3H , Estilbenos/farmacología
11.
Int J Oncol ; 30(2): 453-60, 2007 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-17203228

RESUMEN

Radioimmunotherapy using 131I-A5B7, an anti-CEA antibody, in combination with the vascular disrupting agent, combretastatin A4-phosphate (CA-4-P, 200 mg/kg), has produced tumor cures in SW1222 colorectal xenografts. CA-4-P causes acute tumor blood vessel shutdown, which can be monitored in clinical trials using dynamic contrast enhanced magnetic resonance imaging (DCE-MRI). The purpose of this study was to determine the magnitude of the anti-vascular effect of CA-4-P in the SW1222 tumor, at 200 mg/kg and at lower, more clinically relevant doses, using conventional assays; relate effects to changes in DCE-MRI parameters and determine the corresponding effects on tumor retention of 131I-A5B7. The tumor vascular effects of 30, 100 and 200 mg/kg CA-4-P were determined, at 4- and 24-h post-treatment, using DCE-MRI, uptake of Hoechst 33342 for tumor vascular volume and conventional histology for necrosis. The effect of CA-4-P on tumor and normal tissue 131I-A5B7 retention was also determined. A significant reduction in tumor DCE-MRI kinetic parameters, the initial area under the contrast agent concentration time curve (IAUGC) and the transfer constant (Ktrans), was demonstrated at 4 h after CA-4-P, for all dose levels. These effects persisted for at least 24 h for the 200 mg/kg group but not for lower doses. A similar pattern was seen for vascular volume and necrosis. Despite this dose response, all three dose levels increased tumor retention of radio labeled antibody to a similar degree. These results demonstrate that moderate tumor blood flow reduction following antibody administration is sufficient to improve tumor antibody retention. This is encouraging for the combination of CA-4-P and 131I-A5B7 in clinical trials.


Asunto(s)
Anticuerpos Monoclonales/farmacocinética , Anticuerpos Monoclonales/uso terapéutico , Antineoplásicos Fitogénicos/uso terapéutico , Radioinmunoterapia/instrumentación , Estilbenos/farmacología , Animales , Línea Celular Tumoral , Ensayos Clínicos como Asunto , Neoplasias Colorrectales/metabolismo , Terapia Combinada , Sinergismo Farmacológico , Humanos , Radioisótopos de Yodo/uso terapéutico , Cinética , Imagen por Resonancia Magnética , Ratones , Necrosis , Trasplante de Neoplasias , Radioinmunoterapia/métodos , Factores de Tiempo
12.
Nat Rev Clin Oncol ; 14(3): 169-186, 2017 03.
Artículo en Inglés | MEDLINE | ID: mdl-27725679

RESUMEN

Imaging biomarkers (IBs) are integral to the routine management of patients with cancer. IBs used daily in oncology include clinical TNM stage, objective response and left ventricular ejection fraction. Other CT, MRI, PET and ultrasonography biomarkers are used extensively in cancer research and drug development. New IBs need to be established either as useful tools for testing research hypotheses in clinical trials and research studies, or as clinical decision-making tools for use in healthcare, by crossing 'translational gaps' through validation and qualification. Important differences exist between IBs and biospecimen-derived biomarkers and, therefore, the development of IBs requires a tailored 'roadmap'. Recognizing this need, Cancer Research UK (CRUK) and the European Organisation for Research and Treatment of Cancer (EORTC) assembled experts to review, debate and summarize the challenges of IB validation and qualification. This consensus group has produced 14 key recommendations for accelerating the clinical translation of IBs, which highlight the role of parallel (rather than sequential) tracks of technical (assay) validation, biological/clinical validation and assessment of cost-effectiveness; the need for IB standardization and accreditation systems; the need to continually revisit IB precision; an alternative framework for biological/clinical validation of IBs; and the essential requirements for multicentre studies to qualify IBs for clinical use.


Asunto(s)
Biomarcadores de Tumor , Neoplasias/diagnóstico , Toma de Decisiones Clínicas , Análisis Costo-Beneficio , Fluorodesoxiglucosa F18 , Ácido Fólico/análogos & derivados , Humanos , Neoplasias/economía , Compuestos de Organotecnecio , Tomografía de Emisión de Positrones/métodos , Pronóstico , Radiofármacos , Reproducibilidad de los Resultados , Proyectos de Investigación/normas , Sesgo de Selección
13.
Eur J Cancer ; 56: 69-76, 2016 Mar.
Artículo en Inglés | MEDLINE | ID: mdl-26820797

RESUMEN

Studies to identify predictive biomarkers can be carried out in isogenic cancer cell lines, which enable interrogation of the effect of a specific mutation. We assessed the effects of four drugs, the PI3K-mammalian target of rapamycin inhibitor dactolisib, the PI3K inhibitor pictrelisib, and the MEK (MAPK/ERK Kinase) inhibitors PD 0325901 and selumetinib, in isogenic DLD1 parental, KRAS(+/-), KRAS(G13D/-), PIK3CA(+/-) and PIK3CA(E545K/-) colorectal carcinoma cell lines. Importantly, we found substantial differences in the growth of these cells and in their drug sensitivity depending on whether they were studied under 2D (standard tissue culture on plastic) or 3D (in vitro soft agar and in vivo xenograft) conditions. DLD1 KRAS(+/-) and DLD1 PIK3CA(+/-) cells were more sensitive to MEK inhibitors than parental, DLD1 KRAS(G13D/-) and DLD1 PIK3CA(E545K/-) cells under 2D conditions, whereas DLD1 KRAS(G13D/-) and DLD1 PIK3CA(E545K/-) xenografts were sensitive to 10 mg/kg daily ×14 PD 0325901 in vivo (p ≤ 0.02) but tumours derived from parental DLD1 cells were not. These findings indicate that KRAS and PIK3CA mutations can influence the response of DLD1 colorectal cancer cell lines to MEK and PI3K inhibitors, but that the effect is dependent on the experimental model used to assess drug sensitivity.


Asunto(s)
Antineoplásicos/farmacología , Biomarcadores de Tumor , Neoplasias Colorrectales/tratamiento farmacológico , Quinasas Quinasa Quinasa PAM/antagonistas & inhibidores , Mutación , Fosfatidilinositol 3-Quinasas/genética , Inhibidores de las Quinasa Fosfoinosítidos-3 , Inhibidores de Proteínas Quinasas/farmacología , Proteínas Proto-Oncogénicas p21(ras)/genética , Animales , Biomarcadores de Tumor/antagonistas & inhibidores , Biomarcadores de Tumor/genética , Biomarcadores de Tumor/metabolismo , Línea Celular Tumoral , Proliferación Celular/efectos de los fármacos , Fosfatidilinositol 3-Quinasa Clase I , Neoplasias Colorrectales/enzimología , Neoplasias Colorrectales/genética , Neoplasias Colorrectales/patología , Relación Dosis-Respuesta a Droga , Femenino , Humanos , Quinasas Quinasa Quinasa PAM/metabolismo , Ratones Desnudos , Fosfatidilinositol 3-Quinasas/metabolismo , Transducción de Señal/efectos de los fármacos , Serina-Treonina Quinasas TOR/antagonistas & inhibidores , Serina-Treonina Quinasas TOR/metabolismo , Factores de Tiempo , Carga Tumoral/efectos de los fármacos , Ensayos Antitumor por Modelo de Xenoinjerto
14.
Cancer Chemother Pharmacol ; 78(6): 1269-1281, 2016 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-27837257

RESUMEN

PURPOSE: Tumours frequently have defects in multiple oncogenic pathways, e.g. MAPK and PI3K signalling pathways, and combinations of targeted therapies may be required for optimal activity. This study evaluated the novel MEK inhibitor WX-554 and the novel PI3K inhibitor WX-037, as single agents and in combination, in colorectal carcinoma cell lines and tumour xenograft-bearing mice. METHODS: In vitro growth inhibition, survival and signal transduction were measured using the Sulforhodamine B, clonogenic and Western blotting assays, respectively, in HCT116 and HT29 cell lines. In vivo anti-tumour efficacy and pharmacokinetic properties were assessed in HCT116 and HT29 human colorectal cancer xenograft tumour-bearing mice. RESULTS: The combination of WX-554 and WX-037 exhibited marked synergistic growth inhibition in vitro, which was associated with increased cytotoxicity and enhanced inhibition of ERK and S6 phosphorylation, compared to either agent alone. Pharmacokinetic analyses indicated that there was no PK interaction between the two drugs at low doses, but that at higher doses, WX-037 may delay the tumour uptake of WX-554. In vivo efficacy studies revealed that the combination of WX-037 and WX-554 was non-toxic and exhibited marked tumour growth inhibition greater than observed with either agent alone. CONCLUSION: These studies show for the first time that combination treatment with the novel MEK inhibitor WX-554 and the novel PI3K inhibitor WX-037 can induce synergistic growth inhibition in vitro, which translates into enhanced anti-tumour efficacy in vivo.


Asunto(s)
Protocolos de Quimioterapia Combinada Antineoplásica/uso terapéutico , Neoplasias Colorrectales/tratamiento farmacológico , Quinasas de Proteína Quinasa Activadas por Mitógenos/antagonistas & inhibidores , Inhibidores de las Quinasa Fosfoinosítidos-3 , Inhibidores de Proteínas Quinasas/administración & dosificación , Animales , Sinergismo Farmacológico , Células HCT116 , Células HT29 , Humanos , Ratones , Ensayos Antitumor por Modelo de Xenoinjerto
15.
J Clin Oncol ; 21(15): 2831-42, 2003 Aug 01.
Artículo en Inglés | MEDLINE | ID: mdl-12807936

RESUMEN

PURPOSE: Combretastatin A4 phosphate (CA4P) is a novel vascular targeting agent. Dynamic contrast enhanced magnetic resonance imaging (DCE-MRI) studies were performed to examine changes in parameters related to blood flow and vascular permeability in tumor and normal tissue after CA4P treatment. MATERIALS AND METHODS: Changes in kinetic DCE-MRI parameters (transfer constant [Ktrans] and area under contrast medium-time curve [AUC]) over 24 hours after treatment with CA4P were measured in 18 patients in a phase I trial and compared with those obtained in the rat P22 carcinosarcoma model, using the same imaging technique. Rats were treated with 30 mg/kg of CA4P; patients received escalating doses from 5 to 114 mg/m2. RESULTS: A similar pattern and time course of change in tumor and normal tissue parameters was seen in rats and humans. Rat tumor Ktrans was reduced by 64% 6 hours after treatment with CA4P (30 mg/kg). No significant reductions in kidney or muscle parameters were seen. Significant reductions were seen in tumor Ktrans in six of 16 patients treated at >or= 52 mg/m2, with a significant group mean reduction of 37% and 29% at 4 and 24 hours, respectively, after treatment. The mean reduction in tumor initial area under the gadolinium-diethylenetriamine pentaacetic acid concentration-time curve (AUC) was 33% and 18%, respectively, at these times. No reduction was seen in muscle Ktrans or in kidney AUC in group analysis of the clinical data. CONCLUSION: CA4P acutely reduces Ktrans in human as well as rat tumors at well-tolerated doses, with no significant changes in kidney or muscle, providing proof of principle that this drug has tumor antivascular activity in rats and humans.


Asunto(s)
Antineoplásicos Fitogénicos/farmacología , Imagen por Resonancia Magnética , Neoplasias/tratamiento farmacológico , Estilbenos/farmacología , Animales , Antineoplásicos Fitogénicos/administración & dosificación , Antineoplásicos Fitogénicos/farmacocinética , Área Bajo la Curva , Medios de Contraste , Modelos Animales de Enfermedad , Gadolinio DTPA , Humanos , Bombas de Infusión , Masculino , Neoplasias/irrigación sanguínea , Neoplasias Experimentales/irrigación sanguínea , Neoplasias Experimentales/tratamiento farmacológico , Ratas , Estilbenos/administración & dosificación , Estilbenos/farmacocinética , Resultado del Tratamiento
16.
Clin Cancer Res ; 8(7): 2323-35, 2002 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-12114437

RESUMEN

PURPOSE: Tumor hypoxia is associated with poor prognosis and a more malignant tumor phenotype. SR-4554, a fluorinated 2-nitroimidazole, is selectively bioreduced and bound in hypoxic cells. We present validation studies of SR-4554 as a noninvasive hypoxia marker detected by fluorine-19 magnetic resonance spectroscopy ((19)F MRS) in the P22 carcinosarcoma, a tumor with clinically relevant hypoxia levels. EXPERIMENTAL DESIGN: Tumor-bearing female severe combined immunodeficient mice received SR-4554 at 180 mg/kg. Pharmacokinetic studies of parent SR-4554 in plasma and tumors were performed using high-performance liquid chromatography-UV. Total SR-4554 (parent SR-4554 and bioreduction products) was monitored in tumor by (19)F MRS using a 4.7 T spectrometer, with continuous acquisition for up to 5 h. A parameter of total SR-4554 retention, the 3-h (19)F retention index ((19)FRI) was determined. Tumor pO(2), assessed polarographically, was decreased (5 mg/kg hydralazine or 100 mg/kg combretastatin A-4 phosphate) or increased [1 l/min carbogen (5% CO(2), 95% O(2)) plus 500 mg/kg nicotinamide], and the corresponding (19)FRI was measured. RESULTS: Comparative HPLC-UV- and MRS-derived assessments of parent and total SR-4554, respectively, indicated that concentrations of total SR-4554 consistently exceeded parent SR-4554, the differential increasing with time. This indicates formation and retention of SR-4554 bioreduction products in tumor, confirming the presence of hypoxia. The (19)FRI was higher in hydralazine- and combretastatin-treated animals compared with unmodulated animals (P = 0.004 and 0.15, respectively) and animals receiving carbogen and nicotinamide (P = 0.0001 and 0.005, respectively). Significant correlations were demonstrated between mean (19)FRI and polarographic pO(2) parameters (P < 0.002). CONCLUSIONS: Retention of hypoxia-related SR-4554 bioreduction products can be detected in the clinically relevant P22 tumor by (19)F MRS, and the (19)FRI correlates with polarographically measured pO(2). These findings support the use of SR 4554 as a noninvasive hypoxia marker.


Asunto(s)
Biomarcadores de Tumor , Hipoxia/diagnóstico , Espectroscopía de Resonancia Magnética/métodos , Neoplasias Experimentales/diagnóstico , Nitroimidazoles , Animales , Biomarcadores de Tumor/farmacocinética , Cromatografía Líquida de Alta Presión , Evaluación Preclínica de Medicamentos , Femenino , Radioisótopos de Flúor , Hipoxia/metabolismo , Ratones , Ratones SCID , Trasplante de Neoplasias , Neoplasias Experimentales/metabolismo , Nitroimidazoles/farmacocinética , Oxígeno/metabolismo , Polarografía , Ratas , Distribución Tisular
17.
Mol Nutr Food Res ; 58(5): 1087-97, 2014 May.
Artículo en Inglés | MEDLINE | ID: mdl-24425434

RESUMEN

SCOPE: Investigate the influence of low-folate supply during pregnancy and lactation on obesity and markers of the metabolic syndrome in offspring, and how provision of a high-fat diet post weaning may exacerbate the resultant phenotype. METHODS AND RESULTS: Female C57Bl/6 mice were randomized to low or normal folate diets (0.4 or 2 mg folic acid/kg diet) prior to and during pregnancy and lactation. At 4 wk of age, offspring were randomized to high- or low-fat diets, weighed weekly and food intake assessed at 9 and 18 wk old. Adiposity was measured at 3 and 6 months. Plasma glucose and triacylglycerol (TAG) concentrations were measured at 6 months. Maternal folate supply did not influence adult offspring body weight or adiposity. High-fat feeding post weaning increased body weight and adiposity at 3 and 6 months (p > 0.001). Maternal low folate lowered plasma glucose (p = 0.010) but increased plasma TAG (p = 0.048). High-fat feeding post weaning increased plasma glucose and TAG (p = 0.023, p = 0.049 respectively). Offspring from folate-depleted (but not folate-adequate) dams had 30% higher TAG concentration when fed the high-fat diet from weaning (p = 0.005 for interaction). CONCLUSION: Inadequate maternal folate intake has long-term effects on offspring metabolism, manifested as increased circulating TAG, particularly in offspring with high-fat intake post weaning.


Asunto(s)
Dieta Alta en Grasa/efectos adversos , Ácido Fólico/administración & dosificación , Lactancia , Fenómenos Fisiologicos Nutricionales Maternos , Obesidad/metabolismo , Adiposidad , Animales , Glucemia/metabolismo , Peso Corporal , Dieta con Restricción de Grasas , Ingestión de Energía , Femenino , Ácido Fólico/sangre , Imagen por Resonancia Magnética , Masculino , Ratones , Ratones Endogámicos C57BL , Embarazo , Reproducción , Triglicéridos/sangre , Destete
18.
PLoS One ; 9(1): e85128, 2014.
Artículo en Inglés | MEDLINE | ID: mdl-24409320

RESUMEN

Ewing sarcoma and osteosarcoma represent the two most common primary bone tumours in childhood and adolescence, with bone metastases being the most adverse prognostic factor. In prostate cancer, osseous metastasis poses a major clinical challenge. We developed a preclinical orthotopic model of Ewing sarcoma, reflecting the biology of the tumour-bone interactions in human disease and allowing in vivo monitoring of disease progression, and compared this with models of osteosarcoma and prostate carcinoma. Human tumour cell lines were transplanted into non-obese diabetic/severe combined immunodeficient (NSG) and Rag2(-/-/)γc(-/-) mice by intrafemoral injection. For Ewing sarcoma, minimal cell numbers (1000-5000) injected in small volumes were able to induce orthotopic tumour growth. Tumour progression was studied using positron emission tomography, computed tomography, magnetic resonance imaging and bioluminescent imaging. Tumours and their interactions with bones were examined by histology. Each tumour induced bone destruction and outgrowth of extramedullary tumour masses, together with characteristic changes in bone that were well visualised by computed tomography, which correlated with post-mortem histology. Ewing sarcoma and, to a lesser extent, osteosarcoma cells induced prominent reactive new bone formation. Osteosarcoma cells produced osteoid and mineralised "malignant" bone within the tumour mass itself. Injection of prostate carcinoma cells led to osteoclast-driven osteolytic lesions. Bioluminescent imaging of Ewing sarcoma xenografts allowed easy and rapid monitoring of tumour growth and detection of tumour dissemination to lungs, liver and bone. Magnetic resonance imaging proved useful for monitoring soft tissue tumour growth and volume. Positron emission tomography proved to be of limited use in this model. Overall, we have developed an orthotopic in vivo model for Ewing sarcoma and other primary and secondary human bone malignancies, which resemble the human disease. We have shown the utility of small animal bioimaging for tracking disease progression, making this model a useful assay for preclinical drug testing.


Asunto(s)
Neoplasias Óseas/diagnóstico , Diagnóstico por Imagen/métodos , Osteosarcoma/diagnóstico , Sarcoma de Ewing/diagnóstico , Animales , Neoplasias Óseas/patología , Línea Celular Tumoral , Modelos Animales de Enfermedad , Femenino , Fluorodesoxiglucosa F18 , Xenoinjertos , Humanos , Mediciones Luminiscentes , Imagen por Resonancia Magnética , Masculino , Ratones , Osteólisis , Osteosarcoma/patología , Tomografía de Emisión de Positrones , Sarcoma de Ewing/patología , Tomografía Computarizada por Rayos X
19.
PLoS One ; 8(12): e81763, 2013.
Artículo en Inglés | MEDLINE | ID: mdl-24339963

RESUMEN

Combined targeting of the MAPK and PI3K signalling pathways in cancer may be necessary for optimal therapeutic activity. To support clinical studies of combination therapy, 3'-deoxy-3'-[(18)F]-fluorothymidine ([(18)F]-FLT) uptake measured by Positron Emission Tomography (PET) was evaluated as a non-invasive surrogate response biomarker in pre-clinical models. The in vivo anti-tumour efficacy and PK-PD properties of the MEK inhibitor PD 0325901 and the PI3K inhibitor GDC-0941, alone and in combination, were evaluated in HCT116 and HT29 human colorectal cancer xenograft tumour-bearing mice, and [(18)F]-FLT PET investigated in mice bearing HCT116 xenografts. Dual targeting of PI3K and MEK induced marked tumour growth inhibition in vivo, and enhanced anti-tumour activity was predicted by [(18)F]-FLT PET scanning after 2 days of treatment. Pharmacodynamic analyses using the combination of the PI3K inhibitor GDC-0941 and the MEK inhibitor PD 0325901 revealed that increased efficacy is associated with an enhanced inhibition of the phosphorylation of ERK1/2, S6 and 4EBP1, compared to that observed with either single agent, and maintained inhibition of AKT phosphorylation. Pharmacokinetic studies indicated that there was no marked PK interaction between the two drugs. Together these results indicate that the combination of PI3K and MEK inhibitors can result in significant efficacy, and demonstrate for the first time that [(18)F]-FLT PET can be correlated to the improved efficacy of combined PI3K and MEK inhibitor treatment.


Asunto(s)
Antivirales/farmacología , Benzamidas/farmacología , Neoplasias Colorrectales , Didesoxinucleósidos/farmacología , Difenilamina/análogos & derivados , Indazoles/farmacología , Quinasas Quinasa Quinasa PAM/antagonistas & inhibidores , Inhibidores de las Quinasa Fosfoinosítidos-3 , Tomografía de Emisión de Positrones , Sulfonamidas/farmacología , Animales , Benzamidas/agonistas , Línea Celular Tumoral , Neoplasias Colorrectales/diagnóstico por imagen , Neoplasias Colorrectales/tratamiento farmacológico , Neoplasias Colorrectales/enzimología , Difenilamina/agonistas , Difenilamina/farmacología , Sinergismo Farmacológico , Femenino , Xenoinjertos , Humanos , Indazoles/agonistas , Quinasas Quinasa Quinasa PAM/metabolismo , Ratones , Ratones Desnudos , Trasplante de Neoplasias , Fosfatidilinositol 3-Quinasas/metabolismo , Fosforilación/efectos de los fármacos , Proteínas Proto-Oncogénicas c-akt/metabolismo , Radiografía , Sulfonamidas/agonistas
20.
Acta Oncol ; 45(3): 306-16, 2006.
Artículo en Inglés | MEDLINE | ID: mdl-16644574

RESUMEN

The aim of this study was to use magnetic resonance (MR) techniques to non-invasively compare the effects of the three leading vascular disrupting agents, namely combretastatin A-4 disodium phosphate (CA4DP), 5,6-dimethylxanthenone-4-acetic acid (DMXAA) and ZD6126. A C3H mouse mammary carcinoma grown in the right rear foot of female CDF1 mice was used and treatments performed when tumours had reached 200 mm3 in volume. Drugs were prepared fresh before each experiment and intraperitoneally injected into restrained non-anaesthetised mice. Tumour response was evaluated using 31P-MR spectroscopy and T1- and T2- weighted imaging with a 7-Tesla, horizontal bore magnet, before and up to 24 hours after treatment. All three drugs significantly decreased bioenergetic status and pH, and did so in a time and dose dependent fashion, but there were differences; the decrease by CA4DP occurred more rapidly than for DMXAA or ZD6126, while DMXAA had a narrow window of activity compared to CA4DP and ZD6126. Changes in T1 weighted images for all three agents suggested a dose dependent increase in tumour oedema within three hours after treatment, consistent with an increase in vessel permeability. Using T2 weighted images there was some evidence of haemorrhagic necrosis by DMXAA, but such necrosis was limited following treatment with CA4DP or ZD6126.


Asunto(s)
Imagen por Resonancia Magnética/métodos , Espectroscopía de Resonancia Magnética/métodos , Neoplasias Mamarias Animales/diagnóstico , Neoplasias Mamarias Animales/tratamiento farmacológico , Compuestos Organofosforados/uso terapéutico , Estilbenos/uso terapéutico , Xantonas/uso terapéutico , Inhibidores de la Angiogénesis/uso terapéutico , Animales , Antineoplásicos/uso terapéutico , Femenino , Concentración de Iones de Hidrógeno , Ratones , Ratones Endogámicos C3H , Nucleósidos , Fosfatos , Estilbenos/administración & dosificación , Factores de Tiempo , Resultado del Tratamiento
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