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1.
J Med Imaging (Bellingham) ; 5(1): 011015, 2018 Jan.
Article in English | MEDLINE | ID: mdl-29322067

ABSTRACT

Pathologic complete response following neoadjuvant therapy (NAT) is used as a short-term surrogate marker of eventual outcome in patients with breast cancer. Analyzing voxel-level heterogeneity in MRI-derived parametric maps, obtained before and after the first cycle of NAT ([Formula: see text]), in conjunction with receptor status, may improve the predictive accuracy of tumor response to NAT. Toward that end, we incorporated two MRI-derived parameters, the apparent diffusion coefficient and efflux rate constant, with receptor status in a logistic ridge-regression model. The area under the curve (AUC) and Brier score of the model computed via 10-fold cross validation were 0.94 (95% CI: 0.85, 0.99) and 0.11 (95% CI: 0.06, 0.16), respectively. These two statistics strongly support the hypothesis that our proposed model outperforms the other models that we investigated (namely, models without either receptor information or voxel-level information). The contribution of the receptor information was manifested by an 8% to 15% increase in AUC and a 14% to 21% decrease in Brier score. These data indicate that combining multiparametric MRI with hormone receptor status has a high likelihood of improved prediction of pathologic response to NAT in breast cancer.

2.
Radiother Oncol ; 119(2): 312-8, 2016 05.
Article in English | MEDLINE | ID: mdl-27106554

ABSTRACT

BACKGROUND AND PURPOSE: This single institution phase I trial determined the maximum tolerated dose (MTD) of concurrent vorinostat and capecitabine with radiation in non-metastatic pancreatic cancer. MATERIAL AND METHODS: Twenty-one patients received escalating doses of vorinostat (100-400mg daily) during radiation. Capecitabine was given 1000mg q12 on the days of radiation. Radiation consisted of 30Gy in 10 fractions. Vorinostat dose escalation followed the standard 3+3 design. No dose escalation beyond 400mg vorinostat was planned. Diffusion-weighted (DW)-MRI pre- and post-treatment was used to evaluate in vivo tumor cellularity. RESULTS: The MTD of vorinostat was 400mg. Dose limiting toxicities occurred in one patient each at dose levels 100mg, 300mg, and 400mg: 2 gastrointestinal toxicities and one thrombocytopenia. The most common adverse events were lymphopenia (76%) and nausea (14%). The apparent diffusion coefficient (ADC) increased in most tumors. Nineteen (90%) patients had stable disease, and two (10%) had progressive disease at time of surgery. Eleven patients underwent surgical exploration with four R0 resections and one R1 resection. Median overall survival was 1.1years (95% confidence interval 0.78-1.35). CONCLUSIONS: The combination of vorinostat 400mg daily M-F and capecitabine 1000mg q12 M-F with radiation (30Gy in 10 fractions) was well tolerated with encouraging median overall survival.


Subject(s)
Antineoplastic Combined Chemotherapy Protocols/therapeutic use , Capecitabine/administration & dosage , Chemoradiotherapy , Pancreatic Neoplasms/therapy , Adult , Aged , Aged, 80 and over , Diffusion Magnetic Resonance Imaging , Humans , Male , Maximum Tolerated Dose , Middle Aged , Pancreatic Neoplasms/diagnostic imaging
3.
Invest Radiol ; 50(4): 195-204, 2015 Apr.
Article in English | MEDLINE | ID: mdl-25360603

ABSTRACT

OBJECTIVES: The purpose of this study was to determine whether multiparametric magnetic resonance imaging (MRI) using dynamic contrast-enhanced MRI (DCE-MRI) and diffusion-weighted MRI (DWI), obtained before and after the first cycle of neoadjuvant chemotherapy (NAC), is superior to single-parameter measurements for predicting pathologic complete response (pCR) in patients with breast cancer. MATERIALS AND METHODS: Patients with stage II/III breast cancer were enrolled in an institutional review board-approved study in which 3-T DCE-MRI and DWI data were acquired before (n = 42) and after 1 cycle (n = 36) of NAC. Estimates of the volume transfer rate (K), extravascular extracellular volume fraction (ve), blood plasma volume fraction (vp), and the efflux rate constant (kep = K/ve) were generated from the DCE-MRI data using the Extended Tofts-Kety model. The apparent diffusion coefficient (ADC) was estimated from the DWI data. The derived parameter kep/ADC was compared with single-parameter measurements for its ability to predict pCR after the first cycle of NAC. RESULTS: The kep/ADC after the first cycle of NAC discriminated patients who went on to achieve a pCR (P < 0.001) and achieved a sensitivity, specificity, positive predictive value, and area under the receiver operator curve (AUC) of 0.92, 0.78, 0.69, and 0.88, respectively. These values were superior to the single parameters kep (AUC, 0.76) and ADC (AUC, 0.82). The AUCs between kep/ADC and kep were significantly different on the basis of the bootstrapped 95% confidence intervals (0.018-0.23), whereas the AUCs between kep/ADC and ADC trended toward significance (-0.11 to 0.24). CONCLUSIONS: The multiparametric analysis of DCE-MRI and DWI was superior to the single-parameter measurements for predicting pCR after the first cycle of NAC.


Subject(s)
Breast Neoplasms/drug therapy , Magnetic Resonance Imaging , Neoadjuvant Therapy/methods , Adult , Aged , Area Under Curve , Breast/pathology , Contrast Media , Diffusion Magnetic Resonance Imaging , Female , Humans , Image Enhancement , Middle Aged , Reproducibility of Results , Sensitivity and Specificity , Treatment Outcome
4.
BMC Cancer ; 13: 155, 2013 Mar 26.
Article in English | MEDLINE | ID: mdl-23530749

ABSTRACT

BACKGROUND: 53BP1 binds to the tumor suppressor p53 and has a key role in DNA damage response and repair. Low 53BP1 expression has been associated with decreased survival in breast cancer and has been shown to interact with several prognostic factors in non-small cell lung cancer. The role of 53BP1 in pancreatic ductal adenocarcinoma (PDAC) has yet to be determined. We aimed to investigate whether 53BP1 levels interact with established prognostic factors in PDAC. METHODS: 106 patients for whom there was tissue available at time of surgical resection for PDAC were included. A tissue microarray was constructed using surgical specimens, stained with antibodies to 53BP1, and scored for expression intensity. Univariate and multivariate statistical analyses were performed to investigate the association between 53BP1 and patient survival with known prognostic factors for survival. RESULTS: The association of 53BP1 with several established prognostic factors was examined, including stage, tumor grade, surgical margin, peripancreatic extension, lymph node ratio (LNR), and CA 19-9. We found that 53BP1 modified the effects of known prognostic variables including LNR and CA 19-9 on survival outcomes. When 53BP1 intensity was low, increased LNR was associated with decreased OS (HR 4.84, 95% CI (2.26, 10.37), p<0.001) and high CA19-9 was associated with decreased OS (HR 1.72, 95% CI (1.18, 2.51), p=0.005). When 53BP1 intensity was high, LNR and CA19-9 were no longer associated with OS (p=0.958 and p=0.606, respectively). CONCLUSIONS: In this study, 53BP1, a key player in DNA damage response and repair, was found to modify the prognostic value of two established prognostic factors, LNR and CA 19-9, suggesting 53BP1 may alter tumor behavior and ultimately impact how we interpret the value of other prognostic factors.


Subject(s)
Adenocarcinoma/blood , Adenocarcinoma/secondary , CA-19-9 Antigen/blood , Intracellular Signaling Peptides and Proteins/metabolism , Lymph Nodes/pathology , Pancreatic Neoplasms/blood , Pancreatic Neoplasms/pathology , Adenocarcinoma/surgery , Aged , Female , Humans , Kaplan-Meier Estimate , Lymphatic Metastasis , Male , Middle Aged , Multivariate Analysis , Neoplasm Grading , Neoplasm Staging , Neoplasm, Residual , Pancreatic Neoplasms/surgery , Prognosis , Proportional Hazards Models , Tissue Array Analysis , Tumor Suppressor p53-Binding Protein 1
5.
EJNMMI Res ; 2(1): 62, 2012 Nov 16.
Article in English | MEDLINE | ID: mdl-23157877

ABSTRACT

BACKGROUND: By providing estimates of tumor glucose metabolism, 18F-fluorodeoxyglucose positron emission tomography (FDG-PET) can potentially characterize the response of breast tumors to treatment. To assess therapy response, serial measurements of FDG-PET parameters (derived from static and/or dynamic images) can be obtained at different time points during the course of treatment. However, most studies track the changes in average parameter values obtained from the whole tumor, thereby discarding all spatial information manifested in tumor heterogeneity. Here, we propose a method whereby serially acquired FDG-PET breast data sets can be spatially co-registered to enable the spatial comparison of parameter maps at the voxel level. METHODS: The goal is to optimally register normal tissues while simultaneously preventing tumor distortion. In order to accomplish this, we constructed a PET support device to enable PET/CT imaging of the breasts of ten patients in the prone position and applied a mutual information-based rigid body registration followed by a non-rigid registration. The non-rigid registration algorithm extended the adaptive bases algorithm (ABA) by incorporating a tumor volume-preserving constraint, which computed the Jacobian determinant over the tumor regions as outlined on the PET/CT images, into the cost function. We tested this approach on ten breast cancer patients undergoing neoadjuvant chemotherapy. RESULTS: By both qualitative and quantitative evaluation, our constrained algorithm yielded significantly less tumor distortion than the unconstrained algorithm: considering the tumor volume determined from standard uptake value maps, the post-registration median tumor volume changes, and the 25th and 75th quantiles were 3.42% (0%, 13.39%) and 16.93% (9.21%, 49.93%) for the constrained and unconstrained algorithms, respectively (p = 0.002), while the bending energy (a measure of the smoothness of the deformation) was 0.0015 (0.0005, 0.012) and 0.017 (0.005, 0.044), respectively (p = 0.005). CONCLUSION: The results indicate that the constrained ABA algorithm can accurately align prone breast FDG-PET images acquired at different time points while keeping the tumor from being substantially compressed or distorted. TRIAL REGISTRATION: NCT00474604.

6.
Int J Radiat Oncol Biol Phys ; 71(3): 873-9, 2008 Jul 01.
Article in English | MEDLINE | ID: mdl-18514780

ABSTRACT

PURPOSE: SU11248 (sunitinib) is a small-molecule tyrosine kinase inhibitor which targets VEGFR and PDGFR isoforms. In the present study, the effects of SU11248 and ionizing radiation on pancreatic cancer were studied. METHODS AND MATERIALS: For in vitro studies human pancreatic adenocarcinoma cells lines were treated with 1 microM SU11248 1 h before irradiation. Western blot analysis was used to determine the effect of SU11248 on radiation-induced signal transduction. To determine if SU11248 sensitized pancreatic cancer to the cytotoxic effects of ionizing radiation, a clonogenic survival assay was performed using 0-6 Gy. For in vivo assays, CAPAN-1 cells were injected into the hind limb of nude mice for tumor volume and proliferation studies. RESULTS: SU11248 attenuated radiation-induced phosphorylation of Akt and ERK at 0, 5, 15, and 30 min. Furthermore, SU11248 significantly reduced clonogenic survival after treatment with radiation (p < 0.05). In vivo studies revealed that SU11248 and radiation delayed tumor growth by 6 and 10 days, respectively, whereas combined treatment delayed tumor growth by 30 days. Combined treatment with SU11248 and radiation further attenuated Brdu incorporation by 75% (p = 0.001) compared to control. CONCLUSIONS: SU11248 (sunitinib) sensitized pancreatic cancer to the cytotoxic effects of radiation. This compound is promising for future clinical trials with chemoradiation in pancreatic cancer.


Subject(s)
Adenocarcinoma/physiopathology , Cell Survival/drug effects , Cell Survival/radiation effects , Indoles/administration & dosage , Pancreatic Neoplasms/physiopathology , Pyrroles/administration & dosage , Radiation Tolerance/drug effects , Radiation-Sensitizing Agents/administration & dosage , Adenocarcinoma/radiotherapy , Cell Line, Tumor , Dose-Response Relationship, Drug , Dose-Response Relationship, Radiation , Humans , Pancreatic Neoplasms/radiotherapy , Sunitinib
7.
Magn Reson Imaging ; 25(1): 1-13, 2007 Jan.
Article in English | MEDLINE | ID: mdl-17222711

ABSTRACT

PURPOSE: The objective of this study was to assess changes in the water apparent diffusion coefficient (ADC) and in pharmacokinetic parameters obtained from the fast-exchange regime (FXR) modeling of dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI) during neoadjuvant chemotherapy in breast cancer. MATERIALS AND METHODS: Eleven patients with locally advanced breast cancer underwent MRI examination prior to and after chemotherapy but prior to surgery. A 1.5-T scanner was used to obtain T1, ADC and DCE-MRI data. DCE-MRI data were analyzed by the FXR model returning estimates of K(trans) (volume transfer constant), v(e) (extravascular extracellular volume fraction) and tau(i) (average intracellular water lifetime). Histogram and correlation analyses assessed parameter changes post-treatment. RESULTS: Significant (P < .05) changes or trends towards significance (P < .10) were seen in all parameters except tau(i), although there was qualitative reduction in tau(i) values post-treatment. In particular, there was reduction (P < .035) in voxels with K(trans) values in the range 0.2-0.5 min(-1) and a decrease (P < .05) in voxels with ADC values in the range 0.99 x 10(-3) to 1.35 x 10(-3) mm2/s. ADC and v(e) were negatively correlated (r = -.60, P < .02). Parameters sensitive to water distribution and geometry (T(1), v(e), tau(i) and ADC) correlated with a multivariable linear regression model. CONCLUSION: The analysis presented here is sensitive to longitudinal changes in breast tumor status; K(trans) and ADC are most sensitive to these changes. Relationships between parameters provide information on water distribution and geometry in the tumor environment.


Subject(s)
Breast Neoplasms/pathology , Breast Neoplasms/therapy , Diffusion Magnetic Resonance Imaging/methods , Antineoplastic Agents/therapeutic use , Carcinoma, Ductal, Breast/pathology , Carcinoma, Ductal, Breast/therapy , Contrast Media , Diffusion Magnetic Resonance Imaging/statistics & numerical data , Female , Humans , Image Processing, Computer-Assisted , Linear Models , Neoadjuvant Therapy , Pilot Projects
8.
Radiother Oncol ; 65(2): 99-103, 2002 Nov.
Article in English | MEDLINE | ID: mdl-12443805

ABSTRACT

BACKGROUND AND PURPOSE: Previous studies of male breast cancer have suggested that due to the lack of breast tissue, post-mastectomy radiation should be routinely utilized in all stages of this disease. We propose that the pattern of local recurrence in male breast cancer is, stage for stage, similar to female breast cancer and, therefore, the indications for post-mastectomy radiation should be similar. MATERIALS AND METHODS: We conducted a retrospective analysis of 44 cases of male breast cancer from 1967 to 1995. Primary therapy was surgical in all cases and 13 patients received postoperative radiation. RESULTS: Tumor, Nodal, Metastasis (TNM) classification revealed 34 Stages I/II and ten Stage III cases. The 5-year overall survival was 75% and the 5-year local recurrence free survival was 70% for the entire group. In patients with Stages I/II disease, 28/34 underwent surgery alone, of whom, at 5-year follow up, only one suffered an isolated local-regional recurrence (3.5%) and one distant failure (3.5%). Of the ten patients with Stage III disease, three underwent surgery alone and none suffered a local failure. While the crude rate of local recurrence (local recurrence at any time in relation to distant failure) for all patients as a whole was 11%, the isolated local recurrence rate (before distant failure) was seen in only 6%, and only 3% amongst those with Stages I/II disease treated with surgery alone. CONCLUSION: Although postoperative radiation is often routinely utilized in all stages of male breast cancer to help decrease the risk of local recurrence, this review suggests that this risk is small, especially in early stage disease, and, therefore, the same indications for post-mastectomy radiation that apply to female breast cancer, should be utilized in males.


Subject(s)
Breast Neoplasms, Male/radiotherapy , Neoplasm Recurrence, Local/radiotherapy , Aged , Breast Neoplasms, Male/surgery , Combined Modality Therapy , Humans , Male , Mastectomy , Middle Aged , Postoperative Period , Retrospective Studies
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