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1.
J Digit Imaging ; 32(4): 597-604, 2019 08.
Artigo em Inglês | MEDLINE | ID: mdl-31044392

RESUMO

Deep learning with convolutional neural networks (CNNs) has experienced tremendous growth in multiple healthcare applications and has been shown to have high accuracy in semantic segmentation of medical (e.g., radiology and pathology) images. However, a key barrier in the required training of CNNs is obtaining large-scale and precisely annotated imaging data. We sought to address the lack of annotated data with eye tracking technology. As a proof of principle, our hypothesis was that segmentation masks generated with the help of eye tracking (ET) would be very similar to those rendered by hand annotation (HA). Additionally, our goal was to show that a CNN trained on ET masks would be equivalent to one trained on HA masks, the latter being the current standard approach. Step 1: Screen captures of 19 publicly available radiologic images of assorted structures within various modalities were analyzed. ET and HA masks for all regions of interest (ROIs) were generated from these image datasets. Step 2: Utilizing a similar approach, ET and HA masks for 356 publicly available T1-weighted postcontrast meningioma images were generated. Three hundred six of these image + mask pairs were used to train a CNN with U-net-based architecture. The remaining 50 images were used as the independent test set. Step 1: ET and HA masks for the nonneurological images had an average Dice similarity coefficient (DSC) of 0.86 between each other. Step 2: Meningioma ET and HA masks had an average DSC of 0.85 between each other. After separate training using both approaches, the ET approach performed virtually identically to HA on the test set of 50 images. The former had an area under the curve (AUC) of 0.88, while the latter had AUC of 0.87. ET and HA predictions had trimmed mean DSCs compared to the original HA maps of 0.73 and 0.74, respectively. These trimmed DSCs between ET and HA were found to be statistically equivalent with a p value of 0.015. We have demonstrated that ET can create segmentation masks suitable for deep learning semantic segmentation. Future work will integrate ET to produce masks in a faster, more natural manner that distracts less from typical radiology clinical workflow.


Assuntos
Aprendizado Profundo , Movimentos Oculares/fisiologia , Interpretação de Imagem Assistida por Computador/métodos , Imageamento por Ressonância Magnética/métodos , Neoplasias Meníngeas/diagnóstico por imagem , Meningioma/diagnóstico por imagem , Redes Neurais de Computação , Humanos , Meninges/diagnóstico por imagem
2.
Ann Oncol ; 28(7): 1436-1447, 2017 Jul 01.
Artigo em Inglês | MEDLINE | ID: mdl-28379322

RESUMO

In recent years, the number of approved and investigational agents that can be safely administered for the treatment of lymphoma patients for a prolonged period of time has substantially increased. Many of these novel agents are evaluated in early-phase clinical trials in patients with a wide range of malignancies, including solid tumors and lymphoma. Furthermore, with the advances in genome sequencing, new "basket" clinical trial designs have emerged that select patients based on the presence of specific genetic alterations across different types of solid tumors and lymphoma. The standard response criteria currently in use for lymphoma are the Lugano Criteria which are based on [18F]2-fluoro-2-deoxy-D-glucose positron emission tomography or bidimensional tumor measurements on computerized tomography scans. These differ from the RECIST criteria used in solid tumors, which use unidimensional measurements. The RECIL group hypothesized that single-dimension measurement could be used to assess response to therapy in lymphoma patients, producing results similar to the standard criteria. We tested this hypothesis by analyzing 47 828 imaging measurements from 2983 individual adult and pediatric lymphoma patients enrolled on 10 multicenter clinical trials and developed new lymphoma response criteria (RECIL 2017). We demonstrate that assessment of tumor burden in lymphoma clinical trials can use the sum of longest diameters of a maximum of three target lesions. Furthermore, we introduced a new provisional category of a minor response. We also clarified response assessment in patients receiving novel immune therapy and targeted agents that generate unique imaging situations.


Assuntos
Antineoplásicos/uso terapêutico , Linfoma não Hodgkin/diagnóstico por imagem , Linfoma não Hodgkin/tratamento farmacológico , Tomografia por Emissão de Pósitrons/normas , Critérios de Avaliação de Resposta em Tumores Sólidos , Tomografia Computadorizada por Raios X/normas , Antineoplásicos/efeitos adversos , Consenso , Meios de Contraste/administração & dosagem , Progressão da Doença , Intervalo Livre de Doença , Determinação de Ponto Final , Fluordesoxiglucose F18/administração & dosagem , Humanos , Linfoma não Hodgkin/mortalidade , Linfoma não Hodgkin/patologia , Estadiamento de Neoplasias , Valor Preditivo dos Testes , Fatores de Tempo , Resultado do Tratamento , Carga Tumoral
3.
Br J Cancer ; 110(1): 26-33, 2014 Jan 07.
Artigo em Inglês | MEDLINE | ID: mdl-24231947

RESUMO

BACKGROUND: Pazopanib achieved the end point of clinical activity in pretreated patients with urothelial cancer in a single-group, phase 2 trial. The objective was to identify biological predictors of clinical benefit to pazopanib in these patients. METHODS: EDTA blood samples were collected at baseline (T0) and after 4 weeks (T1) of treatment, together with radiological imaging in all 41 patients to analyse plasma circulating angiogenic factor levels by multiplex ELISA plates. Changes from T0 to T1 in marker levels were matched with response with the covariance analysis. Univariable and multivariable analyses evaluated the association with overall survival (OS), adjusted for prespecified clinical variables. Net reclassification improvement (NRI) tested the performance of the recognised Cox model. RESULTS: Increasing IL8(T1) level associated with lower response probability at covariance analysis (P=0.010). Both IL8(T0) (P=0.019) and IL8(T1) (P=0.004) associated with OS and the prognostic model, including clinical variables and IL8(T1) best-predicted OS after backward selection. The NRI for this model was 39%.When analysed as a time-varying covariate, IL8(T1) level<80 pg ml(-1) portended significantly greater response (∼80%) and 6-month OS (∼60%) probability than level ≥ 80. CONCLUSION: IL8-level changes during pazopanib allowed for a prognostic improvement and were associated with response probability.


Assuntos
Indutores da Angiogênese/sangue , Citocinas/sangue , Interleucina-8/sangue , Pirimidinas/uso terapêutico , Sulfonamidas/uso terapêutico , Neoplasias Urológicas/sangue , Neoplasias Urológicas/tratamento farmacológico , Inibidores da Angiogênese/uso terapêutico , Biomarcadores Tumorais/sangue , Carcinoma de Células de Transição/sangue , Carcinoma de Células de Transição/tratamento farmacológico , Ensaio de Imunoadsorção Enzimática , Humanos , Indazóis , Imagem Multimodal , Tomografia por Emissão de Pósitrons , Prognóstico , Modelos de Riscos Proporcionais , Tomografia Computadorizada por Raios X
4.
Eur Radiol ; 23(12): 3336-44, 2013 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-23979104

RESUMO

OBJECTIVE: To explore whether pre-reoperative dynamic contrast-enhanced (DCE)-MRI findings correlate with clinical outcome in patients who undergo surgical treatment for recurrent rectal carcinoma. METHODS: A retrospective study of DCE-MRI in patients with recurrent rectal cancer was performed after obtaining an IRB waiver. We queried our PACS from 1998 to 2012 for examinations performed for recurrent disease. Two radiologists in consensus outlined tumour regions of interest on perfusion images. We explored the correlation between K(trans), Kep, Ve, AUC90 and AUC180 with time to re-recurrence of tumour, overall survival and resection margin status. Univariate Cox PH models were used for survival, while univariate logistic regression was used for margin status. RESULTS: Among 58 patients with pre-treatment DCE-MRI who underwent resection, 36 went directly to surgery and 18 had positive margins. K(trans) (0.55, P = 0.012) and Kep (0.93, P = 0.04) were inversely correlated with positive margins. No significant correlations were noted between K(trans), Kep, Ve, AUC90 and AUC180 and overall survival or time to re-recurrence of tumour. CONCLUSION: K(trans) and Kep were significantly associated with clear resection margins; however overall survival and time to re-recurrence were not predicted. Such information might be helpful for treatment individualisation and deserves further investigation.


Assuntos
Aumento da Imagem/métodos , Recidiva Local de Neoplasia/diagnóstico , Recidiva Local de Neoplasia/cirurgia , Neoplasias Retais/diagnóstico , Neoplasias Retais/cirurgia , Adulto , Idoso , Idoso de 80 Anos ou mais , Quimiorradioterapia , Meios de Contraste , Feminino , Humanos , Imageamento por Ressonância Magnética/métodos , Masculino , Pessoa de Meia-Idade , Terapia Neoadjuvante , Recidiva Local de Neoplasia/mortalidade , Recidiva Local de Neoplasia/patologia , Estadiamento de Neoplasias , Cuidados Pré-Operatórios , Prognóstico , Modelos de Riscos Proporcionais , Neoplasias Retais/mortalidade , Neoplasias Retais/patologia , Reoperação , Estudos Retrospectivos , Taxa de Sobrevida , Resultado do Tratamento
5.
Eur Radiol ; 22(4): 821-31, 2012 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-22101743

RESUMO

OBJECTIVE: To determine the ability of dynamic contrast enhanced (DCE-MRI) to predict pathological complete response (pCR) after preoperative chemotherapy for rectal cancer. METHODS: In a prospective clinical trial, 23/34 enrolled patients underwent pre- and post-treatment DCE-MRI performed at 1.5T. Gadolinium 0.1 mmol/kg was injected at a rate of 2 mL/s. Using a two-compartmental model of vascular space and extravascular extracellular space, K(trans), k(ep), v(e), AUC90, and AUC180 were calculated. Surgical specimens were the gold standard. Baseline, post-treatment and changes in these quantities were compared with clinico-pathological outcomes. For quantitative variable comparison, Spearman's Rank correlation was used. For categorical variable comparison, the Kruskal-Wallis test was used. P ≤ 0.05 was considered significant. RESULTS: Percentage of histological tumour response ranged from 10 to 100%. Six patients showed pCR. Post chemotherapy K(trans) (mean 0.5 min(-1) vs. 0.2 min(-1), P = 0.04) differed significantly between non-pCR and pCR outcomes, respectively and also correlated with percent tumour response and pathological size. Post-treatment residual abnormal soft tissue noted in some cases of pCR prevented an MR impression of complete response based on morphology alone. CONCLUSION: After neoadjuvant chemotherapy in rectal cancer, MR perfusional characteristics have been identified that can aid in the distinction between incomplete response and pCR. KEY POINTS: Dynamic contrast enhanced (DCE) MRI provides perfusion characteristics of tumours. These objective quantitative measures may be more helpful than subjective imaging alone Some parameters differed markedly between completely responding and incompletely responding rectal cancers. Thus DCE-MRI can potentially offer treatment-altering imaging biomarkers.


Assuntos
Anticorpos Monoclonais Humanizados/administração & dosagem , Protocolos de Quimioterapia Combinada Antineoplásica/administração & dosagem , Gadolínio DTPA , Aumento da Imagem/métodos , Neoplasias Hepáticas/tratamento farmacológico , Neoplasias Hepáticas/patologia , Imageamento por Ressonância Magnética/métodos , Adulto , Idoso , Bevacizumab , Meios de Contraste , Feminino , Fluoruracila/administração & dosagem , Humanos , Leucovorina/administração & dosagem , Masculino , Pessoa de Meia-Idade , Terapia Neoadjuvante/métodos , Compostos Organoplatínicos/administração & dosagem , Prognóstico , Reprodutibilidade dos Testes , Sensibilidade e Especificidade , Resultado do Tratamento
6.
Ann Oncol ; 21(9): 1751-1755, 2010 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-20332135

RESUMO

SPECIFIC AIM: To review the evidence indicating that volumetric image analysis of computed tomography scans meets specifications for qualification as a biomarker in clinical trials or the management of individual patients with lung cancer. METHODS: Claims of value were broken down into questions about technical feasibility, accuracy, the precision of measurement, sensitivity, the correlations with health outcomes, and the risks of producing misleading information. For each claim, the pertinent literature was reviewed. RESULTS: Technical feasibility has now been shown, but only in limited contexts. Accuracy has been demonstrated, but only for tumors with favorable anatomical features. Measurement error still makes the assessment of change in small nodules precarious in diagnostic settings unless rigorous image acquisition and analysis procedures are followed. Precision is sufficient in some larger masses to make volumetrics a sensitive biomarker. In a few trials, correlations with clinical outcomes have been higher for volumetric-based measures than for unidimensional or bidimensional diameters. Value in clinical practice settings and clinical trials has been suggested, but not proven. CONCLUSION: The weight of the evidence indicates there are circumstances in which volumetric image analysis adds value to clinical trial science and the practice of medicine.


Assuntos
Biomarcadores Tumorais , Neoplasias Pulmonares/patologia , Carga Tumoral/efeitos dos fármacos , Carga Tumoral/efeitos da radiação , Ensaios Clínicos como Assunto , Humanos , Neoplasias Pulmonares/terapia , Prognóstico
7.
Opt Express ; 18(14): 15267-82, 2010 Jul 05.
Artigo em Inglês | MEDLINE | ID: mdl-20640013

RESUMO

The drug development industry is faced with increasing costs and decreasing success rates. New ways to understand biology as well as the increasing interest in personalized treatments for smaller patient segments requires new capabilities for the rapid assessment of treatment responses. Deployment of qualified imaging biomarkers lags apparent technology capabilities. The lack of consensus methods and qualification evidence needed for large-scale multi-center trials, as well as the standardization that allows them, are widely acknowledged to be the limiting factors. The current fragmentation in imaging vendor offerings, coupled with the independent activities of individual biopharmaceutical companies and their contract research organizations (CROs), may stand in the way of the greater opportunity were these efforts to be drawn together. A preliminary report, "Volumetric CT: a potential biomarker of response," of the Quantitative Imaging Biomarkers Alliance (QIBA) activity was presented at the Medical Imaging Continuum: Path Forward for Advancing the Uses of Medical Imaging in the Development of New Biopharmaceutical Products meeting of the Extended Pharmaceutical Research and Manufacturers of America (PhRMA) Imaging Group sponsored by the Drug Information Agency (DIA) in October 2008. The clinical context in Lung Cancer and a methodology for approaching the qualification of volumetric CT as a biomarker has since been reported [Acad. Radiol. 17, 100-106, 107-115 (2010)]. This report reviews the effort to collect and utilize publicly available data sets to provide a transparent environment in which to pursue the qualification activities in such a way as to allow independent peer review and verification of results. This article focuses specifically on our role as stewards of image sets for developing new tools.


Assuntos
Biomarcadores Tumorais/metabolismo , Tomografia Computadorizada de Feixe Cônico/métodos , Bases de Dados como Assunto , Neoplasias Pulmonares/diagnóstico por imagem , Neoplasias Pulmonares/patologia , Ensaios Clínicos como Assunto , Humanos , Estadiamento de Neoplasias , Imagens de Fantasmas , Fatores de Tempo
8.
Ann Oncol ; 20(9): 1589-1595, 2009 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-19491285

RESUMO

BACKGROUND: This study reports the results of hepatic arterial infusion (HAI) with floxuridine (FUDR) and dexamethasone (dex) in patients with unresectable intrahepatic cholangiocarcinoma (ICC) or hepatocellular carcinoma (HCC) and investigates dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI) assessment of tumor vascularity as a biomarker of outcome. PATIENTS AND METHODS: Thirty-four unresectable patients (26 ICC and eight HCC) were treated with HAI FUDR/dex. Radiologic dynamic and pharmacokinetic parameters related to tumor perfusion were analyzed and correlated with response and survival. RESULTS: Partial responses were seen in 16 patients (47.1%); time to progression and response duration were 7.4 and 11.9 months, respectively. Median follow-up and median survival were 35 and 29.5 months, respectively; 2-year survival was 67%. DCE-MRI data showed that patients with pretreatment integrated area under the concentration curve of gadolinium contrast over 180 s (AUC 180) >34.2 mM.s had a longer median survival than those with AUC 180 <34 mM.s (35.1 versus 19.1 months, P = 0.002). Decreased volume transfer exchange between the vascular space and extracellular extravascular space (-DeltaK(trans)) and the corresponding rate constant (-Deltak(ep)) on the first post-treatment scan both predicted survival. CONCLUSIONS: In patients with unresectable primary liver cancer, HAI therapy can be effective and safe. Pretreatment and early post-treatment changes in tumor perfusion characteristics may predict treatment outcome.


Assuntos
Protocolos de Quimioterapia Combinada Antineoplásica/uso terapêutico , Quimioterapia do Câncer por Perfusão Regional , Neoplasias Hepáticas/tratamento farmacológico , Neoplasias Hepáticas/mortalidade , Imageamento por Ressonância Magnética/métodos , Adulto , Idoso , Idoso de 80 Anos ou mais , Área Sob a Curva , Neoplasias dos Ductos Biliares/tratamento farmacológico , Ductos Biliares Intra-Hepáticos/patologia , Carcinoma Hepatocelular/tratamento farmacológico , Colangiocarcinoma/tratamento farmacológico , Dexametasona/administração & dosagem , Intervalo Livre de Doença , Feminino , Floxuridina/administração & dosagem , Humanos , Masculino , Pessoa de Meia-Idade , Análise de Sobrevida , Resultado do Tratamento
10.
AJNR Am J Neuroradiol ; 38(5): 890-898, 2017 May.
Artigo em Inglês | MEDLINE | ID: mdl-28255030

RESUMO

BACKGROUND AND PURPOSE: The complex MR imaging appearance of glioblastoma is a function of underlying histopathologic heterogeneity. A better understanding of these correlations, particularly the influence of infiltrating glioma cells and vasogenic edema on T2 and diffusivity signal in nonenhancing areas, has important implications in the management of these patients. With localized biopsies, the objective of this study was to generate a model capable of predicting cellularity at each voxel within an entire tumor volume as a function of signal intensity, thus providing a means of quantifying tumor infiltration into surrounding brain tissue. MATERIALS AND METHODS: Ninety-one localized biopsies were obtained from 36 patients with glioblastoma. Signal intensities corresponding to these samples were derived from T1-postcontrast subtraction, T2-FLAIR, and ADC sequences by using an automated coregistration algorithm. Cell density was calculated for each specimen by using an automated cell-counting algorithm. Signal intensity was plotted against cell density for each MR image. RESULTS: T2-FLAIR (r = -0.61) and ADC (r = -0.63) sequences were inversely correlated with cell density. T1-postcontrast (r = 0.69) subtraction was directly correlated with cell density. Combining these relationships yielded a multiparametric model with improved correlation (r = 0.74), suggesting that each sequence offers different and complementary information. CONCLUSIONS: Using localized biopsies, we have generated a model that illustrates a quantitative and significant relationship between MR signal and cell density. Projecting this relationship over the entire tumor volume allows mapping of the intratumoral heterogeneity in both the contrast-enhancing tumor core and nonenhancing margins of glioblastoma and may be used to guide extended surgical resection, localized biopsies, and radiation field mapping.


Assuntos
Neoplasias Encefálicas/diagnóstico por imagem , Glioblastoma/diagnóstico por imagem , Interpretação de Imagem Assistida por Computador/métodos , Imageamento por Ressonância Magnética/métodos , Adulto , Algoritmos , Neoplasias Encefálicas/patologia , Contagem de Células , Feminino , Glioblastoma/patologia , Humanos , Masculino , Pessoa de Meia-Idade , Carga Tumoral
11.
Cancer Res ; 51(2): 624-8, 1991 Jan 15.
Artigo em Inglês | MEDLINE | ID: mdl-1985778

RESUMO

Seventy-two patients with advanced breast carcinoma (42% bone, 25% visceral, 5.5% soft tissue, and 27.5% multiple site metastases) were evaluated to determine the relationship between tumor expression of the estrogen-regulated protein pS2, estrogen receptor (ER) or progesterone receptor (PgR) content, and response to hormonal therapy. Twenty-nine % of tumors were pS2 positive, 64% were ER positive, and 29% were PgR positive. Of the ER-positive patients (n = 43), 15 (35%) had greater than 10% of the invasive carcinoma which immunostained for pS2 (these were considered pS2 positive). Only 3 of 24 ER-negative tumors were pS2 positive. A weak association between pS2 expression and ER content (P = 0.08) but not PgR content was observed. Of pS2-positive patients, 52% had a partial or complete response to hormonal therapy. In 24% of pS2-positive patients the disease stabilized with treatment. In contrast, 27% of pS2-negative patients had a partial or complete response. In 10% of these patients the disease stabilized. Similar associations between therapeutic response and ER or PgR were not observed. The odds of having a clinical response to hormonal therapy was greater for pS2-positive than for ER- or PgR-positive tumors. pS2 expression may define a subset of ER-positive tumors that are more likely to respond to hormonal treatment.


Assuntos
Biomarcadores Tumorais/análise , Neoplasias da Mama/terapia , Fluoximesterona/uso terapêutico , Proteínas de Neoplasias/análise , Proteínas , Tamoxifeno/uso terapêutico , Neoplasias da Mama/química , Neoplasias da Mama/patologia , Neoplasias da Mama/cirurgia , Feminino , Humanos , Invasividade Neoplásica , Metástase Neoplásica , Proteínas de Neoplasias/biossíntese , Estadiamento de Neoplasias , Prognóstico , Receptores de Estrogênio/análise , Receptores de Progesterona/análise , Fator Trefoil-1 , Proteínas Supressoras de Tumor
12.
Cancer Res ; 49(24 Pt 1): 7147-52, 1989 Dec 15.
Artigo em Inglês | MEDLINE | ID: mdl-2573426

RESUMO

Various monoclonal antibodies reactive with protooncogene products or tumor-associated antigens have been utilized to investigate breast carcinoma biology or antigen expression with potential prognostic relevance. Murine monoclonal antibody TA1, generated by immunization of BALB/c mice with whole c-erbB-2 (neu) transformed NIH/3T3 cells, recognizes the extracellular domain of the c-erbB-2 protein and binds a Mr 185,000 protein by immunoprecipitation. Using avidin-biotin-peroxidase techniques and monoclonal antibody TA1, 313 archival primary adenocarcinomas of the breast were evaluated for c-erbB-2 overexpression; 290 of these were used for multiparametric statistical analysis. Historical, clinical (age, laterality), histological (nuclear grade, tumor size, lymph node status, lymphatic or blood invasion), and hormone receptor data as well as clinical outcome (minimal follow-up, 6 years; median follow-up, 8.5 years) were compared to TA1 staining. For these 290 patients Cox regression multivariate analysis showed the strongest correlation between lymph node status or estrogen receptor status and overall survival (P = 0.0001 and 0.049, respectively). TA1 staining did not significantly correlate with survival (P = 0.395). However, univariate analysis of certain patient subpopulations showed a significant correlation if the examined tumors were subdivided into negative or focally reactive and those with greater than or equal to 40% cellular reactivity. For T3, T4 patients, strong TA1 immunoreactivity correlated with a shortened disease-free survival (log rank P = 0.0018; Wilcoxon p = 0.0078) and overall survival (log rank P = 0.0002; Wilcoxon P = 0.0013). For these patients the overall survival at 6 years was markedly different between the strongly reactive tumors (0%) and the negative to weakly reactive tumors (55%). In lymph node-positive patients a trend between high TA1 reactivity and a worse overall survival was also noted (log rank P = 0.128; Wilcoxon P = 0.054), with a 6-year survival of 42% in the strongly reactive tumors (n = 16) and 65% in the negative to weakly reactive carcinomas (n = 105). No correlation between TA1 immunoreactivity and other historical, clinical, and histological features were noted. c-erbB-2 overexpression as measured by immunohistochemical techniques, therefore, may have clinical significance in certain patient subpopulations.


Assuntos
Neoplasias da Mama/genética , Carcinoma/genética , Proteínas Proto-Oncogênicas/imunologia , Proto-Oncogenes , Anticorpos Monoclonais , Neoplasias da Mama/imunologia , Neoplasias da Mama/patologia , Carcinoma/imunologia , Carcinoma/patologia , Seguimentos , Humanos , Imuno-Histoquímica , Metástase Linfática , Estadiamento de Neoplasias , Testes de Precipitina , Receptor ErbB-2
13.
Clin Transl Sci ; 9(1): 43-50, 2016 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-26790562

RESUMO

Quantitative assessments of tumor burden and modeling of longitudinal growth could improve phase II oncology trials. To identify obstacles to wider use of quantitative measures we obtained recorded linear tumor measurements from three published lung cancer trials. Model-based parameters of tumor burden change were estimated and compared with similarly sized samples from separate trials. Time-to-tumor growth (TTG) was computed from measurements recorded on case report forms and a second radiologist blinded to the form data. Response Evaluation Criteria in Solid Tumors (RECIST)-based progression-free survival (PFS) measures were perfectly concordant between the original forms data and the blinded radiologist re-evaluation (intraclass correlation coefficient = 1), but these routine interrater differences in the identification and measurement of target lesions were associated with an average 18-week delay (range, -20 to 55 weeks) in TTG (intraclass correlation coefficient = 0.32). To exploit computational metrics for improving statistical power in small clinical trials will require increased precision of tumor burden assessments.


Assuntos
Determinação de Ponto Final , Modelos Biológicos , Neoplasias/diagnóstico por imagem , Neoplasias/patologia , Critérios de Avaliação de Resposta em Tumores Sólidos , Tomografia Computadorizada por Raios X , Proliferação de Células , Ensaios Clínicos como Assunto , Intervalo Livre de Doença , Humanos , Cinética , Controle de Qualidade , Carga Tumoral
14.
J Clin Oncol ; 17(1): 52-63, 1999 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-10458218

RESUMO

PURPOSE: To compare the efficacy and safety of vorozole (VOR) 2.5 mg once daily with that of megestrol acetate (MA) 40 mg four times per day as second-line therapy in postmenopausal women with advanced breast cancer whose disease progressed after tamoxifen treatment. PATIENTS AND METHODS: A total of 452 patients were enrolled onto an open, multicenter, randomized phase III trial comparing VOR to MA for tumor response, safety, and quality of life (as indicated by the Functional Living Index-Cancer score). RESULTS: Vorozole produced a response rate of 9.7%, compared with 6.8% for MA (P = .24). Clinical benefit (complete response + partial response + no change in > 6 months) was demonstrated in 23.5% and 27.2% of patients treated with VOR and MA, respectively (P = .42). Median duration of response was 18.2 months for VOR versus 12.5 months for MA (P = .074). There was no significant difference in time to progression or survival between the treatment groups. Discontinuation of treatment because of adverse events occurred less frequently in the VOR-treated group (3.1% v 6.2%; P = .18). Patients on the VOR arm reported significantly more nausea, hot flushes, arthralgia, upper respiratory tract infection, anorexia, and paresthesia, whereas those treated with MA had significantly more dyspnea, increased appetite, and weight increase. There was no difference between the two treatment groups in Functional Living Index-Cancer scores (total or subscales). However, when analyzed by objective response, patients with complete or partial responses (P = .032) or no change (P = .033) who were receiving VOR had significant improvement in the psychologic well-being subscale, compared with patients given MA. CONCLUSION: Vorozole is well tolerated and as effective as MA in the treatment of postmenopausal advanced breast cancer patients with disease progression after tamoxifen treatment.


Assuntos
Antineoplásicos/uso terapêutico , Inibidores da Aromatase , Neoplasias da Mama/tratamento farmacológico , Inibidores Enzimáticos/uso terapêutico , Acetato de Megestrol/uso terapêutico , Pós-Menopausa , Triazóis/uso terapêutico , Adulto , Idoso , Idoso de 80 Anos ou mais , Antineoplásicos/efeitos adversos , Neoplasias da Mama/patologia , Progressão da Doença , Inibidores Enzimáticos/efeitos adversos , Feminino , Humanos , Acetato de Megestrol/efeitos adversos , Pessoa de Meia-Idade , Triazóis/efeitos adversos
15.
J Clin Oncol ; 18(16): 2972-80, 2000 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-10944130

RESUMO

PURPOSE: A randomized phase III trial was conducted to determine whether combination therapy with 13-cis-retinoic acid (13-CRA) plus interferon alfa-2a (IFNalpha2a) is superior to IFNalpha2a alone in patients with advanced renal cell carcinoma (RCC). PATIENTS AND METHODS: Two hundred eighty-four patients were randomized to treatment with IFNalpha2a plus 13-CRA or treatment with IFNalpha2a alone. IFNalpha2a was given daily subcutaneously, starting at a dose of 3 million units (MU). The dose was escalated every 7 days from 3 to 9 MU (by increments of 3 MU), unless >/= grade 2 toxicity occurred, in which case dose escalation was stopped. Patients randomized to combination therapy were given oral 13-CRA 1 mg/kg/d plus IFNalpha2a. Quality of life (QOL) was assessed. RESULTS: Complete or partial responses were achieved by 12% of patients treated with IFNalpha2a plus 13-CRA and 6% of patients treated with IFNalpha2a (P =.14). Median duration of response (complete and partial combined) in the group treated with the combination was 33 months (range, 9 to 50 months), versus 22 months (range, 5 to 38 months) for the second group (P =.03). Nineteen percent of patients treated with IFNalpha2a plus 13-CRA were progression-free at 24 months, compared with 10% of patients treated with IFNalpha2a alone (P =.05). Median survival time for all patients was 15 months, with no difference in survival between the two treatment arms (P =.26). QOL decreased during the first 8 weeks of treatment, and a partial recovery followed. Lower scores were associated with the combination therapy. CONCLUSION: Response proportion and survival did not improve significantly with the addition of 13-CRA to IFNalpha2a therapy in patients with advanced RCC. 13-CRA may lengthen response to IFNalpha2a therapy in patients with IFNalpha2a-sensitive tumors. Treatment, particularly the combination therapy, was associated with a decrease in QOL.


Assuntos
Protocolos de Quimioterapia Combinada Antineoplásica/uso terapêutico , Carcinoma de Células Renais/tratamento farmacológico , Interferon-alfa/uso terapêutico , Isotretinoína/uso terapêutico , Neoplasias Renais/tratamento farmacológico , Administração Oral , Adulto , Idoso , Idoso de 80 Anos ou mais , Intervalo Livre de Doença , Feminino , Humanos , Injeções Subcutâneas , Interferon alfa-2 , Interferon-alfa/administração & dosagem , Isotretinoína/administração & dosagem , Masculino , Pessoa de Meia-Idade , Modelos Estatísticos , Análise Multivariada , Qualidade de Vida , Proteínas Recombinantes , Estatísticas não Paramétricas , Inquéritos e Questionários , Análise de Sobrevida , Resultado do Tratamento
16.
J Clin Oncol ; 18(10): 2179-84, 2000 May.
Artigo em Inglês | MEDLINE | ID: mdl-10811683

RESUMO

PURPOSE: To evaluate the variability in bidimensional computed tomography (CT) measurements obtained of actual tumors and of tumor phantoms by use of three measurement techniques: hand-held calipers on film, electronic calipers on a workstation, and an autocontour technique on a workstation. MATERIALS AND METHODS: Three radiologists measured 45 actual tumors (in the lung, liver, and lymph nodes) on CT images, using each of the three techniques. Bidimensional measurements were recorded, and their cross-products calculated. The coefficient of variation was calculated to assess interobserver variability. CT images of 48 phantoms were measured by three radiologists with each of the techniques. In addition to the coefficient of variation, the differences between the cross-product measurements of tumor phantoms themselves and the measurements obtained with each of the techniques were calculated. RESULTS: The differences between the coefficients of variation were statistically significantly different for the autocontour technique, compared with the other techniques, both for actual tumors and for tumor phantoms. There was no statistically significant difference in the coefficient of variation between measurements obtained with hand-held calipers and electronic calipers. The cross-products for tumor phantoms were 12% less than the actual cross-product when calipers on film were used, 11% less using electronic calipers, and 1% greater using the autocontour technique. CONCLUSION: Tumor size is obtained more accurately and consistently between readers using an automated autocontour technique than between those using hand-held or electronic calipers. This finding has substantial implications for monitoring tumor therapy in an individual patient, as well as for evaluating the effectiveness of new therapies under development.


Assuntos
Neoplasias Hepáticas/diagnóstico por imagem , Neoplasias Pulmonares/diagnóstico por imagem , Metástase Linfática/diagnóstico por imagem , Tomografia Computadorizada por Raios X/métodos , Humanos , Processamento de Imagem Assistida por Computador , Neoplasias Hepáticas/patologia , Neoplasias Pulmonares/patologia , Metástase Linfática/patologia , Variações Dependentes do Observador , Imagens de Fantasmas
17.
J Clin Oncol ; 12(11): 2277-83, 1994 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-7525885

RESUMO

PURPOSE: A trial of paclitaxel was conducted in patients with previously treated germ cell tumors (GCT). As the identification of new agents in GCT may be compromised by restricting entry criteria to heavily pretreated patients, an alternative trial design was used in which eligibility was restricted to patients with limited prior therapy. PATIENTS AND METHODS: Patients were eligible if their prior therapy was limited to one cisplatin-based regimen or < or = six cycles of prior cisplatin-based therapy. Paclitaxel 250 mg/m2 was administered by continuous infusion over 24 hours every 21 days. The dose of paclitaxel was modified for each patient based on toxicity. Granulocyte colony-stimulating factor (G-CSF) 5 micrograms/kg/d was administered during nadir periods. RESULTS: Thirty-one patients were treated; eight patients (26%) achieved a partial (n = 5) or a complete (n = 3) response. Responses were achieved in patients who had failed to respond to treatment with cisplatin, ifosfamide, and etoposide, and in patients with poor prognostic features, ie, mediastinal primary tumor site and patients with a best prior response of an incomplete response to cisplatin therapy. One complete responder remains continuously free of disease at 13+ months and one of the five patients who achieved a partial response remains progression-free at 14+ months. CONCLUSION: Paclitaxel has antitumor activity in GCT and warrants continued study in combination chemotherapy. Phase I/II trials will address its role in combination with cisplatin and ifosfamide and as a part of dose-intensive therapy. Furthermore, the study showed that a trial design in which eligibility criteria limits prior therapy was feasible, resulted in the identification of antitumor activity in a new agent, and may be considered in future trials for other promising new agents in GCT.


Assuntos
Germinoma/tratamento farmacológico , Paclitaxel/uso terapêutico , Terapia de Salvação , Adolescente , Adulto , Relação Dose-Resposta a Droga , Esquema de Medicação , Feminino , Germinoma/mortalidade , Fator Estimulador de Colônias de Granulócitos/administração & dosagem , Humanos , Masculino , Neoplasias do Mediastino/tratamento farmacológico , Neoplasias do Mediastino/mortalidade , Pessoa de Meia-Idade , Paclitaxel/administração & dosagem , Paclitaxel/efeitos adversos , Neoplasias Peritoneais/tratamento farmacológico , Neoplasias Peritoneais/mortalidade , Prognóstico , Neoplasias Testiculares/tratamento farmacológico , Neoplasias Testiculares/mortalidade , Neoplasias Vaginais/tratamento farmacológico , Neoplasias Vaginais/mortalidade
18.
Clin Cancer Res ; 4(5): 1183-91, 1998 May.
Artigo em Inglês | MEDLINE | ID: mdl-9607576

RESUMO

Patients with advanced renal cell carcinoma were treated in a Phase I trial with escalating doses of recombinant human interleukin-12 (rHuIL-12) given on days 1, 8, and 15 of each 28-day cycle. Treatment in the initial dose scheme consisted of a fixed dose with dose levels of 0.1, 0.5, and 1.0 microg/kg given to cohorts composed of three or six patients. On the basis of the toxicity profile, a second scheme (up-titration) was undertaken wherein rHuIL-12 was escalated for each patient from week 1 to week 2, to a target dose given week 3 and thereafter; cohort target dose levels were 0.5, 0.75, 1.0, 1.25, and 1.5 microg/kg. Fifty-one patients were treated: 32 (63%) had prior cytokine therapy and 19 (37%) had received no prior systemic therapy. The maximum tolerated dose for the fixed dose scheme was 1.0 microg/kg. Dose-limiting toxicities included increase in transaminase concentration, pulmonary toxicity, and leukopenia. The most severe toxicities occurred with the first injection and were milder upon further treatment. With the up-titration dose scheme, the maximum tolerated dose was reached at 1.5 microg/kg, and dose-limiting toxicity consisted of an increase in serum transaminase levels. At the maximum tolerated dose of 1.5 microg/kg, serum IL-12 levels increased to a mean peak level of 706 pg/ml. Serum levels of IFN-gamma increased to a mean peak level of about 200 pg/ml at 24 h after the first maintenance dose of 1.5 microg/kg. The best responses were as follows: one patient had complete response, 34 patients were stable, 14 patients showed progression, and 1 patient was inevaluable. In conclusion, rHuIL-12 was relatively well tolerated when administered by s.c. injection. The recommended dose according to the up-titration schedule of rHuIL-12 (microg/kg) for Phase II trials was as follows: cycle 1, 0.1 (day 1), 0.5 (day 8), 1.25 (day 15); cycle 2 onwards, 1.25. Phase II trials of rHuIL-12 were initiated in previously untreated patients with renal cell carcinoma and in patients with melanoma.


Assuntos
Carcinoma de Células Renais/tratamento farmacológico , Interleucina-12/administração & dosagem , Neoplasias Renais/tratamento farmacológico , Adolescente , Adulto , Idoso , Carcinoma de Células Renais/metabolismo , Feminino , Humanos , Injeções Subcutâneas , Interleucina-12/efeitos adversos , Interleucina-12/farmacocinética , Neoplasias Renais/metabolismo , Masculino , Pessoa de Meia-Idade , Proteínas Recombinantes/administração & dosagem , Proteínas Recombinantes/efeitos adversos , Proteínas Recombinantes/farmacocinética , Resultado do Tratamento
19.
J Interferon Cytokine Res ; 21(4): 257-63, 2001 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-11359657

RESUMO

Recombinant human interleukin-12 (rHuIL-12) is a pleiotropic cytokine with anticancer activity against renal cell carcinoma (RCC) in preclinical models and in a phase I trial. A randomized phase II study of rHuIL-12 compared with interferon-alpha (IFN-alpha) evaluated clinical response for patients with previously untreated, advanced RCC. Patients were randomly assigned 2:1 to receive either rHuIL-12 or IFN-alpha2a. rHuIL-12 was administered by subcutaneous (s.c.) injection on days 1, 8, and 15 of each 28-day cycle. The dose of IL-12 was escalated during cycle 1 to a maintenance dose of 1.25 microg/kg. IFN was administered at 9 million units by s.c. injection three times per week. Serum concentrations of IL-12, IFN-gamma, IL-10, and neopterin were obtained in 10 patients treated with rHuIL-12 after the first full dose of 1.25 microg/kg given on day 15 (dose 3) of cycle 1 and again after multiple doses on day 15 (dose 6) of cycle 2. Thirty patients were treated with rHuIL-12, and 16 patients were treated with IFN-alpha. Two (7%) of 30 patients treated with rHuIL-12 achieved a partial response, and the trial was closed to accrual based on the low response proportion. IL-12 was absorbed rapidly after s.c. drug administration, with the peak serum concentration appearing at approximately 12 h in both cycles. Serum IL-12 concentrations remained stable on multiple dosing. Levels of IFN-gamma, IL-10, and neopterin increased with rHuIL-12 and were maintained in cycle 2. rHuIL-12 is a novel cytokine with unique pharmacologic and pharmacodynamic features under study for the treatment of malignancy and other medical conditions. The low response proportion associated with rHuIL-12 single-agent therapy against metastatic RCC was disappointing, given the preclinical data. Further study of rHuIL-12 for other medical conditions is underway. For RCC, the study of new cytokines is of the highest priority.


Assuntos
Carcinoma de Células Renais/terapia , Interferon-alfa/administração & dosagem , Interferon-alfa/uso terapêutico , Interleucina-12/administração & dosagem , Interleucina-12/uso terapêutico , Neoplasias Renais/terapia , Proteínas Recombinantes/administração & dosagem , Adulto , Idoso , Ascite/etiologia , Carcinoma de Células Renais/imunologia , Feminino , Humanos , Injeções Subcutâneas , Interferon alfa-2 , Interleucina-12/efeitos adversos , Interleucina-12/farmacocinética , Neoplasias Renais/imunologia , Masculino , Pessoa de Meia-Idade , Neutropenia/etiologia , Proteínas Recombinantes/efeitos adversos , Proteínas Recombinantes/farmacocinética , Proteínas Recombinantes/uso terapêutico , Estomatite/etiologia
20.
Semin Oncol ; 26(5): 569-76, 1999 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-10528906

RESUMO

Imaging of colorectal cancer is primarily accomplished with computed tomography (CT) and magnetic resonance imaging (MRI). These two modalities have been used for more than a decade in imaging both primary and metastatic colorectal cancer. Recent advances in the CT and MRI technologies are redefining the precise role of these imaging modalities in the work-up and evaluation of patients with colorectal cancer.


Assuntos
Neoplasias Colorretais/diagnóstico , Imageamento por Ressonância Magnética , Tomografia Computadorizada por Raios X , Colonoscopia , Neoplasias Colorretais/diagnóstico por imagem , Neoplasias Colorretais/patologia , Meios de Contraste , Humanos , Metástase Neoplásica , Recidiva Local de Neoplasia/diagnóstico , Tomografia Computadorizada por Raios X/métodos
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