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1.
Radiology ; 297(2): 352-360, 2020 11.
Artículo en Inglés | MEDLINE | ID: mdl-32870132

RESUMEN

Background MRI is the standard tool for rectal cancer staging. However, more precise diagnostic tests that can assess biologic tumor features decisive for treatment outcome are necessary. Tumor perfusion and hypoxia are two important features; however, no reference methods that measure these exist in clinical use. Purpose To assess the potential predictive and prognostic value of MRI-assessed rectal cancer perfusion, as a surrogate measure of hypoxia, for local treatment response and survival. Materials and Methods In this prospective observational cohort study, 94 study participants were enrolled from October 2013 to December 2017 (ClinicalTrials.gov: NCT01816607). Participants had histologically confirmed rectal cancer and underwent routine diagnostic MRI, an extended diffusion-weighted sequence, and a multiecho dynamic contrast agent-based sequence. Predictive and prognostic values of dynamic contrast-enhanced, dynamic susceptibility contrast (DSC), and intravoxel incoherent motion MRI were investigated with response to neoadjuvant treatment, progression-free survival, and overall survival as end points. Secondary objectives investigated potential sex differences in MRI parameters and relationship with lymph node stage. Statistical methods used were Cox regression, Student t test, and Mann-Whitney U test. Results A total of 94 study participants (mean age, 64 years ± 11 [standard deviation]; 61 men) were evaluated. Baseline tumor blood flow from DSC MRI was lower in patients who had poor local tumor response to neoadjuvant treatment (96 mL/min/100 g ± 33 for ypT2-4, 120 mL/min/100 g ± 21 for ypT0-1; P = .01), shorter progression-free survival (hazard ratio = 0.97; 95% confidence interval: 0.96, 0.98; P < .001), and shorter overall survival (hazard ratio = 0.98; 95% confidence interval: 0.98, 0.99; P < .001). Women had higher blood flow (125 mL/min/100 g ± 27) than men (74 mL/min/100 g ± 26, P < .001) at stage 4. Volume transfer constant and plasma volume from dynamic contrast-enhanced MRI as well as ΔR2* peak and area under the curve for 30 and 60 seconds from DSC MRI were associated with local malignant lymph nodes (pN status). Median area under the curve for 30 seconds was 0.09 arbitrary units (au) ± 0.03 for pN1-2 and 0.19 au ± 0.12 for pN0 (P = .001). Conclusion Low tumor blood flow from dynamic susceptibility contrast MRI was associated with poor treatment response in study participants with rectal cancer. © RSNA, 2020 Online supplemental material is available for this article.


Asunto(s)
Quimioradioterapia , Imagen de Difusión por Resonancia Magnética/métodos , Neoplasias del Recto/diagnóstico por imagen , Neoplasias del Recto/terapia , Anciano , Velocidad del Flujo Sanguíneo , Medios de Contraste , Progresión de la Enfermedad , Femenino , Humanos , Metástasis Linfática , Masculino , Persona de Mediana Edad , Estadificación de Neoplasias , Neovascularización Patológica , Pronóstico , Estudios Prospectivos , Neoplasias del Recto/mortalidad , Neoplasias del Recto/patología , Factores Sexuales , Tasa de Supervivencia
2.
J Magn Reson Imaging ; 50(4): 1114-1124, 2019 10.
Artículo en Inglés | MEDLINE | ID: mdl-30945379

RESUMEN

BACKGROUND: Dynamic contrast-based MRI and intravoxel incoherent motion imaging (IVIM) MRI are both methods showing promise as diagnostic and prognostic tools in rectal cancer. Both methods aim at measuring perfusion-related parameters, but the relationship between them is unclear. PURPOSE: To investigate the relationship between perfusion- and permeability-related parameters obtained by IVIM-MRI, T1 -weighted dynamic contrast-enhanced (DCE)-MRI and T2 *-weighted dynamic susceptibility contrast (DSC)-MRI. STUDY TYPE: Prospective. SUBJECTS: In all, 94 patients with histologically confirmed rectal cancer. FIELD STRENGTH/SEQUENCE: Subjects underwent pretreatment 1.5T clinical procedure MRI, and in addition a study-specific diffusion-weighted sequence (b = 0, 25, 50, 100, 500, 1000, 1300 s/mm2 ) and a multiecho dynamic contrast-based echo-planer imaging sequence. ASSESSMENT: Median tumor values were obtained from IVIM (perfusion fraction [f], pseudodiffusion [D*], diffusion [D]), from the extended Tofts model applied to DCE data (Ktrans , kep , vp , ve ) and from model free deconvolution of DSC (blood flow [BF] and area under curve). A subgroup of the excised tumors underwent immunohistochemistry with quantification of microvessel density and vessel size. STATISTICAL TEST: Spearman's rank correlation test. RESULTS: D* was correlated with BF (rs = 0.47, P < 0.001), and f was negatively correlated with kep (rs = -0.31, P = 0.002). BF was correlated with Ktrans (rs = 0.29, P = 0.004), but this correlation varied extensively when separating tumors into groups of low (rs = 0.62, P < 0.001) and high (rs = -0.06, P = 0.68) BF. Ktrans was negatively correlated with vessel size (rs = -0.82, P = 0.004) in the subgroup of tumors with high BF. DATA CONCLUSION: We found an association between D* from IVIM and BF estimated from DSC-MRI. The relationship between IVIM and DCE-MRI was less clear. Comparing parameters from DSC-MRI and DCE-MRI highlights the importance of the underlying biology for the interpretation of these parameters. LEVEL OF EVIDENCE: 2 Technical Efficacy: Stage 1 J. Magn. Reson. Imaging 2019;50:1114-1124.


Asunto(s)
Medios de Contraste , Aumento de la Imagen/métodos , Interpretación de Imagen Asistida por Computador/métodos , Imagen por Resonancia Magnética/métodos , Neoplasias del Recto/diagnóstico por imagen , Anciano , Femenino , Humanos , Masculino , Estudios Prospectivos , Recto/diagnóstico por imagen , Reproducibilidad de los Resultados
3.
Phys Imaging Radiat Oncol ; 22: 77-84, 2022 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-35602548

RESUMEN

Background and purpose: Tumor delineation is required both for radiotherapy planning and quantitative imaging biomarker purposes. It is a manual, time- and labor-intensive process prone to inter- and intraobserver variations. Semi or fully automatic segmentation could provide better efficiency and consistency. This study aimed to investigate the influence of including and combining functional with anatomical magnetic resonance imaging (MRI) sequences on the quality of automatic segmentations. Materials and methods: T2-weighted (T2w), diffusion weighted, multi-echo T2*-weighted, and contrast enhanced dynamic multi-echo (DME) MR images of eighty-one patients with rectal cancer were used in the analysis. Four classical machine learning algorithms; adaptive boosting (ADA), linear and quadratic discriminant analysis and support vector machines, were trained for automatic segmentation of tumor and normal tissue using different combinations of the MR images as input, followed by semi-automatic morphological post-processing. Manual delineations from two experts served as ground truth. The Sørensen-Dice similarity coefficient (DICE) and mean symmetric surface distance (MSD) were used as performance metric in leave-one-out cross validation. Results: Using T2w images alone, ADA outperformed the other algorithms, yielding a median per patient DICE of 0.67 and MSD of 3.6 mm. The performance improved when functional images were added and was highest for models based on either T2w and DME images (DICE: 0.72, MSD: 2.7 mm) or all four MRI sequences (DICE: 0.72, MSD: 2.5 mm). Conclusion: Machine learning models using functional MRI, in particular DME, have the potential to improve automatic segmentation of rectal cancer relative to models using T2w MRI alone.

4.
Radiother Oncol ; 146: 66-75, 2020 05.
Artículo en Inglés | MEDLINE | ID: mdl-32114268

RESUMEN

Quantitative imaging biomarkers show great potential for use in radiotherapy. Quantitative images based on microscopic tissue properties and tissue function can be used to improve contouring of the radiotherapy targets. Furthermore, quantitative imaging biomarkers might be used to predict treatment response for several treatment regimens and hence be used as a tool for treatment stratification, either to determine which treatment modality is most promising or to determine patient-specific radiation dose. Finally, patient-specific radiation doses can be further tailored to a tissue/voxel specific radiation dose when quantitative imaging is used for dose painting. In this review, published standards, guidelines and recommendations on quantitative imaging assessment using CT, PET and MRI are discussed. Furthermore, critical issues regarding the use of quantitative imaging for radiation oncology purposes and resultant pending research topics are identified.


Asunto(s)
Tomografía de Emisión de Positrones , Oncología por Radiación , Humanos , Imagen por Resonancia Magnética , Planificación de la Radioterapia Asistida por Computador
6.
Radiother Oncol ; 119(3): 505-11, 2016 06.
Artículo en Inglés | MEDLINE | ID: mdl-26968754

RESUMEN

BACKGROUND: Neoadjuvant treatment of locally advanced rectal cancer (LARC) involves chemoradiotherapy (CRT), which may cause significant toxicity, and the potential role and sequential placement of neoadjuvant chemotherapy (NACT) relative to CRT is under debate. PATIENTS AND METHODS: In a non-randomized study of 72 LARC patients, short-course oxaliplatin-containing NACT was administered prior to CRT. Tumor volumes were calculated from magnetic resonance images before and after NACT, and four weeks after CRT, and associations between tumor volume responses and outcome were analyzed. Additionally, the impact of oxaliplatin exposure on radiosensitivity was examined in colorectal carcinoma cell lines. RESULTS: All tumors except one responded to NACT, with better responses in T3 than T4 cases, and 69/72 patients obtained additional tumor volume reduction after subsequent CRT. However, no associations were found between tumor volume reduction and long-term outcome. Of note, oxaliplatin-resistant cells were significantly more radiosensitive than the oxaliplatin-sensitive counterparts. CONCLUSIONS: Oxaliplatin-containing NACT led to substantial tumor volume reduction with particularly good responses in T3 cases. NACT did not impede subsequent CRT response, and experimental results rather suggested enhanced radiosensitivity in oxaliplatin-exposed cells, encouraging studies to explore the administration of NACT prior to CRT. Data are still lacking to support omitting radiation in LARC management.


Asunto(s)
Protocolos de Quimioterapia Combinada Antineoplásica/uso terapéutico , Quimioradioterapia , Compuestos Organoplatinos/administración & dosificación , Tolerancia a Radiación , Neoplasias del Recto/tratamiento farmacológico , Carga Tumoral , Adulto , Anciano , Femenino , Humanos , Quimioterapia de Inducción , Masculino , Persona de Mediana Edad , Terapia Neoadyuvante/métodos , Oxaliplatino , Neoplasias del Recto/patología
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