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1.
IEEE Trans Med Imaging ; 36(7): 1405-1417, 2017 07.
Article in English | MEDLINE | ID: mdl-28278461

ABSTRACT

In recently published clinical trial results, hypoxia-modified therapies have shown to provide more positive outcomes to cancer patients, compared with standard cancer treatments. The development and validation of these hypoxia-modified therapies depend on an effective way of measuring tumor hypoxia, but a standardized measurement is currently unavailable in clinical practice. Different types of manual measurements have been proposed in clinical research, but in this paper we focus on a recently published approach that quantifies the number and proportion of hypoxic regions using high resolution (immuno-)fluorescence (IF) and hematoxylin and eosin (HE) stained images of a histological specimen of a tumor. We introduce new machine learning-based methodologies to automate this measurement, where the main challenge is the fact that the clinical annotations available for training the proposed methodologies consist of the total number of normoxic, chronically hypoxic, and acutely hypoxic regions without any indication of their location in the image. Therefore, this represents a weakly-supervised structured output classification problem, where training is based on a high-order loss function formed by the norm of the difference between the manual and estimated annotations mentioned above. We propose four methodologies to solve this problem: 1) a naive method that uses a majority classifier applied on the nodes of a fixed grid placed over the input images; 2) a baseline method based on a structured output learning formulation that relies on a fixed grid placed over the input images; 3) an extension to this baseline based on a latent structured output learning formulation that uses a graph that is flexible in terms of the amount and positions of nodes; and 4) a pixel-wise labeling based on a fully-convolutional neural network. Using a data set of 89 weakly annotated pairs of IF and HE images from eight tumors, we show that the quantitative results of methods (3) and (4) above are equally competitive and superior to the naive (1) and baseline (2) methods. All proposed methodologies show high correlation values with respect to the clinical annotations.


Subject(s)
Tumor Hypoxia , Humans , Microscopy , Neural Networks, Computer , Supervised Machine Learning
2.
Physiol Meas ; 38(2): 188-204, 2017 02.
Article in English | MEDLINE | ID: mdl-28055983

ABSTRACT

Positron-emission tomography (PET) with hypoxia specific tracers provides a noninvasive method to assess the tumor oxygenation status. Reaction-diffusion models have advantages in revealing the quantitative relation between in vivo imaging and the tumor microenvironment. However, there is no quantitative comparison of the simulation results with the real PET measurements yet. The lack of experimental support hampers further applications of computational simulation models. This study aims to compare the simulation results with a preclinical [18F]FMISO PET study and to optimize the reaction-diffusion model accordingly. Nude mice with xenografted human squamous cell carcinomas (CAL33) were investigated with a 2 h dynamic [18F]FMISO PET followed by immunofluorescence staining using the hypoxia marker pimonidazole and the endothelium marker CD 31. A large data pool of tumor time-activity curves (TAC) was simulated for each mouse by feeding the arterial input function (AIF) extracted from experiments into the model with different configurations of the tumor microenvironment. A measured TAC was considered to match a simulated TAC when the difference metric was below a certain, noise-dependent threshold. As an extension to the well-established Kelly model, a flow-limited oxygen-dependent (FLOD) model was developed to improve the matching between measurements and simulations. The matching rate between the simulated TACs of the Kelly model and the mouse PET data ranged from 0 to 28.1% (on average 9.8%). By modifying the Kelly model to an FLOD model, the matching rate between the simulation and the PET measurements could be improved to 41.2-84.8% (on average 64.4%). Using a simulation data pool and a matching strategy, we were able to compare the simulated temporal course of dynamic PET with in vivo measurements. By modifying the Kelly model to a FLOD model, the computational simulation was able to approach the dynamic [18F]FMISO measurements in the investigated tumors.


Subject(s)
Head and Neck Neoplasms/metabolism , Misonidazole/analogs & derivatives , Models, Biological , Neoplasms, Squamous Cell/metabolism , Oxygen/metabolism , Positron-Emission Tomography , Animals , Cell Line, Tumor , Cell Transformation, Neoplastic , Diffusion , Female , Head and Neck Neoplasms/diagnostic imaging , Head and Neck Neoplasms/pathology , Humans , Image Interpretation, Computer-Assisted , Mice , Mice, Nude , Neoplasms, Squamous Cell/diagnostic imaging , Neoplasms, Squamous Cell/pathology , Tumor Hypoxia , Tumor Microenvironment
3.
Clin Transl Radiat Oncol ; 5: 28-36, 2017 Aug.
Article in English | MEDLINE | ID: mdl-29594214

ABSTRACT

INTRODUCTION: Outcome after postoperative radiochemotherapy (RT-CT) for patients with advanced head and neck squamous cell carcinomas (HNSCC) remains unsatisfactory, especially among those with HPV negative tumours. Therefore, new biomarkers are needed to further define subgroups for individualised therapeutic approaches. Preclinical and first clinical observations showed that the chemokine receptor CXCR4 and its ligand SDF-1 (CXCL12) play an important role in tumour cell proliferation, survival, cancer progression, metastasis and treatment resistance. However, the data on the prognostic value of SDF-1/CXCR4 expression for HNSCC are conflicting. The aim of our hypothesis-generating study was to retrospectively explore the prognostic potential of SDF-1/CXCR4 in a well-defined cohort of HNSCC patients collected within the multicenter biomarker study of the German Cancer Consortium Radiation Oncology Group (DKTK-ROG). MATERIAL AND METHODS: Patients with stage III and IVA HNSCC of the oral cavity, oropharynx and hypopharynx were treated with resection and adjuvant radiotherapy (RT) with ≥60 Gy and concurrent cisplatin-based chemotherapy (CT). Tissue micro-arrays (TMAs) from a total of 221 patients were generated from surgical specimens, 201 evaluated for the SDF-1 and CXCR4 expression by immunofluorescence and correlated with clinico-pathological and outcome data. RESULTS: In univariate and multivariate analyses intracellular SDF-1 expression was associated with lower loco-regional control (LRC) in the entire patient group as well as in the HPV16 DNA negative subgroup. CXCR4 expression showed a trend for lower LRC in the univariate analysis which was not confirmed in the multivariate analysis. Neither for SDF-1 nor CXCR4 expression associations with distant metastasis free or overall survival were found. CONCLUSIONS: Our exploratory data support the hypothesis that overexpression of intracellular SDF-1 is an independent negative prognostic biomarker for LRC after postoperative RT-CT in high-risk HNSCC. Prospective validation is warranted and further exploration of SDF-1/CXCR4 as a potential therapeutic target to overcome treatment resistance in HNSCC appears promising.

4.
Mol Imaging Biol ; 19(1): 120-129, 2017 02.
Article in English | MEDLINE | ID: mdl-27379986

ABSTRACT

PURPOSE: Quantitative evaluation of tumor hypoxia based on H-1-(3-[18F]fluoro-2-hydroxypropyl)-2-nitroimidazole ([18F]FMISO) positron emission tomography (PET) can deliver important information for treatment planning in radiotherapy. However, the merits and limitations of different analysis methods in revealing the underlying physiological feature are not clear. This study aimed to assess these quantitative analysis methods with the support of immunohistological data. PROCEDURES: Sixteen nude mice bearing xenografted human squamous cell carcinomas (FaDu or CAL-33) were scanned using 2-h dynamic [18F]FMISO PET. Tumors were resected and sliced, and the hypoxia marker pimonidazole was immunostained followed by H&E staining. The pimonidazole signal was segmented using a k-means clustering algorithm, and the hypoxic fraction (HF) was calculated as the hypoxic area/viable tumor-tissue-area ratio pooled over three tissue slices from the apical, center, and basal layers. PET images were analyzed using various methods including static analysis [standard uptake value (SUV), tumor-to-blood ratio (T/B), tumor-to-muscle ratio (T/M)] and kinetic modeling (Casciari αk A , irreversible and reversible two-tissue compartment k 3, Thorwarth w A k 3, Patlak K i , Logan V d , Cho K), and correlated with HF. RESULTS: No significant correlation was found for static analysis. A significant correlation between k 3 of the irreversible two-tissue compartment model and HF was observed (r = 0.61, p = 0.01). The correlation between HF and αk A of the Casciari model could be improved through reducing local minima by testing more sets of initial values (r = 0.59, p = 0.02) or by reducing the model complexity by fixing three parameters (r = 0.63, p = 0.0008). CONCLUSIONS: With support of immunohistochemistry data, this study shows that various analysis methods for [18F]FMISO PET perform differently for assessment of tumor hypoxia. A better fitting quality does not necessarily mean a higher physiological correlation. Hypoxia PET analysis needs to consider both the mathematical stability and physiological fidelity. Based on the results of this study, preference should be given to the irreversible two-tissue compartment model as well as the Casciari model with reduced parameters.


Subject(s)
Misonidazole/analogs & derivatives , Positron-Emission Tomography/methods , Tumor Hypoxia , Animals , Cell Line, Tumor , Humans , Immunohistochemistry , Mice, Nude , Misonidazole/chemistry
5.
Nat Commun ; 7: 12121, 2016 06 30.
Article in English | MEDLINE | ID: mdl-27358000

ABSTRACT

Light propagating in tissue attains a spectrum that varies with location due to wavelength-dependent fluence attenuation, an effect that causes spectral corruption. Spectral corruption has limited the quantification accuracy of optical and optoacoustic spectroscopic methods, and impeded the goal of imaging blood oxygen saturation (sO2) deep in tissues; a critical goal for the assessment of oxygenation in physiological processes and disease. Here we describe light fluence in the spectral domain and introduce eigenspectra multispectral optoacoustic tomography (eMSOT) to account for wavelength-dependent light attenuation, and estimate blood sO2 within deep tissue. We validate eMSOT in simulations, phantoms and animal measurements and spatially resolve sO2 in muscle and tumours, validating our measurements with histology data. eMSOT shows substantial sO2 accuracy enhancement over previous optoacoustic methods, potentially serving as a valuable tool for imaging tissue pathophysiology.


Subject(s)
Mammary Neoplasms, Experimental/diagnostic imaging , Oxygen/blood , Photoacoustic Techniques , Tomography/methods , Animals , Cell Line, Tumor , Female , Mice, Nude , Muscle, Skeletal/diagnostic imaging
6.
Clin Cancer Res ; 22(11): 2639-49, 2016 06 01.
Article in English | MEDLINE | ID: mdl-26755529

ABSTRACT

PURPOSE: To investigate the impact of hypoxia-induced gene expression and cancer stem cell (CSC) marker expression on outcome of postoperative cisplatin-based radiochemotherapy (PORT-C) in patients with locally advanced head and neck squamous cell carcinoma (HNSCC). EXPERIMENTAL DESIGN: Expression of the CSC markers CD44, MET, and SLC3A2, and hypoxia gene signatures were analyzed in the resected primary tumors using RT-PCR and nanoString technology in a multicenter retrospective cohort of 195 patients. CD44 protein expression was further analyzed in tissue microarrays. Primary endpoint was locoregional tumor control. RESULTS: Univariate analysis showed that hypoxia-induced gene expression was significantly associated with a high risk of locoregional recurrence using the 15-gene signature (P = 0.010) or the 26-gene signature (P = 0.002). In multivariate analyses, in patients with HPV16 DNA-negative but not with HPV16 DNA-positive tumors the effect of hypoxia-induced genes on locoregional control was apparent (15-gene signature: HR 4.54, P = 0.006; 26-gene signature: HR 10.27, P = 0.024). Furthermore, MET, SLC3A2, CD44, and CD44 protein showed an association with locoregional tumor control in multivariate analyses (MET: HR 3.71, P = 0.016; SLC3A2: HR 8.54, P = 0.037; CD44: HR 3.36, P = 0.054; CD44 protein n/a because of no event in the CD44-negative group) in the HPV16 DNA-negative subgroup. CONCLUSIONS: We have shown for the first time that high hypoxia-induced gene expression and high CSC marker expression levels correlate with tumor recurrence after PORT-C in patients with HPV16 DNA-negative HNSCC. After validation in a currently ongoing prospective trial, these parameters may help to further stratify patients for individualized treatment de-escalation or intensification strategies. Clin Cancer Res; 22(11); 2639-49. ©2016 AACR.


Subject(s)
Carcinoma, Squamous Cell/metabolism , Mouth Neoplasms/metabolism , Neoplastic Stem Cells/metabolism , Antineoplastic Agents/therapeutic use , Biomarkers, Tumor/metabolism , Carcinoma, Squamous Cell/mortality , Carcinoma, Squamous Cell/pathology , Carcinoma, Squamous Cell/therapy , Cell Hypoxia , Chemoradiotherapy , Cisplatin/therapeutic use , Fusion Regulatory Protein 1, Heavy Chain/metabolism , Human papillomavirus 16/genetics , Humans , Hyaluronan Receptors/metabolism , Kaplan-Meier Estimate , Mouth Neoplasms/mortality , Mouth Neoplasms/pathology , Mouth Neoplasms/therapy , Multivariate Analysis , Papillomavirus Infections/diagnosis , Prognosis , Prospective Studies , Transcriptome , Treatment Outcome
7.
Int J Cancer ; 138(1): 171-81, 2016 Jan 01.
Article in English | MEDLINE | ID: mdl-26178914

ABSTRACT

We examined the prognostic value of tumour-infiltrating lymphocytes (TILs) in patients with squamous cell carcinoma of the head and neck (SCCHN) after surgery and postoperative cisplatin-based chemoradiotherapy. FFPE-tissue originating from the surgery of 161 patients treated in 8 DKTK partner sites was immunohistochemically stained for CD3 and CD8. Their expression was correlated with clinicopathological characteristics as well as overall survival (OS), local progression-free survival (LPFS) and distant metastases free-survival (DMFS), also in the context of the HPV16-DNA/p16 status. After a median follow-up of 48 months (range: 4100 months), OS at 4 years was 46.5% for the entire cohort. In multivariate analysis, high CD8 expression was confirmed as an independent prognostic parameter for OS (p = 0.002), LPFS (p = 0.004) and DMFS (p = 0.006), while CD3 expression lacked significance. In multivariate analysis HPV16 DNA positivity was associated with improved OS (p = 0.025) and LPFS (p = 0.013) and p16-positive patients showed improved DMFS (p = 0.008). Interestingly, high CD8 expression was a prognostic parameter for the clinical outcome in both HPV16 DNA-positive and HPV16 DNA-negative patients. Similar findings were observed in the multivariate analysis for the combined HPV16 DNA/p16 status. Altogether, CD8+ TILs constitute an independent prognostic marker in SCCHN patients treated with adjuvant chemoradiotherapy. These data indicate that CD8-positive TILs have antitumour activity and could be used for treatment stratification. Further validation of the prognostic value of CD8+ TILs as a biomarker and its role in the immune response in SCCHN patients after adjuvant chemoradiotherapy is warranted and will be performed in the prospective DKTK-ROG study.


Subject(s)
CD8-Positive T-Lymphocytes/immunology , Carcinoma, Squamous Cell/etiology , Head and Neck Neoplasms/etiology , Lymphocytes, Tumor-Infiltrating/immunology , Papillomaviridae , Papillomavirus Infections/virology , Tumor Virus Infections/virology , Adult , Aged , Antineoplastic Combined Chemotherapy Protocols/therapeutic use , Biomarkers, Tumor/genetics , Biomarkers, Tumor/metabolism , CD8-Positive T-Lymphocytes/metabolism , Carcinoma, Squamous Cell/mortality , Carcinoma, Squamous Cell/pathology , Carcinoma, Squamous Cell/therapy , DNA, Viral , Female , Head and Neck Neoplasms/mortality , Head and Neck Neoplasms/pathology , Head and Neck Neoplasms/therapy , Humans , Immunophenotyping , Lymphocytes, Tumor-Infiltrating/metabolism , Male , Middle Aged , Neoplasm Grading , Neoplasm Staging , Papillomaviridae/genetics , Papillomavirus Infections/complications , Phenotype , Postoperative Care , Prognosis , Squamous Cell Carcinoma of Head and Neck , Treatment Outcome , Tumor Virus Infections/complications
8.
Cancer Lett ; 360(2): 294-301, 2015 May 01.
Article in English | MEDLINE | ID: mdl-25721082

ABSTRACT

Elevated levels of heat shock proteins (HSPs) contribute to tumor cell survival and mediate protection against radiation-induced cell death. Hsp90 inhibitors are promising radiosensitizers but also activate heat shock factor 1 (HSF1) and thereby induce the synthesis of cytoprotective Hsp70. In this study the heat shock response inhibitor NZ28 either alone or in combination with the Hsp90 inhibitor NVP-AUY922 was investigated for radiosensitizing effects, alterations in cell cycle distribution and effects on migratory/invasive capacity of radioresistant tumor cells. NZ28 reduced the constitutive and NVP-AUY922-induced Hsp70 expression by inhibition of the HSF1 activity and inhibited migration and invasion in human lung and breast tumor cells. Treatment of tumor cells with NZ28 significantly increased their radiation response. One possible mechanism might be a decrease of the radioresistant S-phase. When combined with the Hsp90 inhibitor NVP-AUY922 the concentration of NZ28 could be significantly reduced (1/10th-1/20th) to achieve the same radiosensitization. Our results demonstrate that a dual targeting of Hsp70 and Hsp90 with NZ28 and NVP-AUY922 potentiates the radiation response of tumor cells that are otherwise resistant to ionizing radiation.


Subject(s)
DNA-Binding Proteins/antagonists & inhibitors , HSP70 Heat-Shock Proteins/antagonists & inhibitors , Heat-Shock Response/drug effects , Neoplasms/drug therapy , Neoplasms/radiotherapy , Radiation-Sensitizing Agents/pharmacology , Transcription Factors/antagonists & inhibitors , Cell Line, Tumor , Cell Movement/drug effects , DNA-Binding Proteins/metabolism , Fibroblasts/drug effects , Fibroblasts/metabolism , HSP70 Heat-Shock Proteins/metabolism , Heat Shock Transcription Factors , Humans , Isoxazoles/pharmacology , Radiation Tolerance/drug effects , Resorcinols/pharmacology , Transcription Factors/metabolism
9.
Radiother Oncol ; 113(3): 317-23, 2014 Dec.
Article in English | MEDLINE | ID: mdl-25480095

ABSTRACT

OBJECTIVE: To investigate the impact of HPV status in patients with locally advanced head and neck squamous cell carcinoma (HNSCC), who received surgery and cisplatin-based postoperative radiochemotherapy. MATERIALS AND METHODS: For 221 patients with locally advanced squamous cell carcinoma of the hypopharynx, oropharynx or oral cavity treated at the 8 partner sites of the German Cancer Consortium, the impact of HPV DNA, p16 overexpression and p53 expression on outcome were retrospectively analysed. The primary endpoint was loco-regional tumour control; secondary endpoints were distant metastases and overall survival. RESULTS: In the total patient population, univariate analyses revealed a significant impact of HPV16 DNA positivity, p16 overexpression, p53 positivity and tumour site on loco-regional tumour control. Multivariate analysis stratified for tumour site showed that positive HPV 16 DNA status correlated with loco-regional tumour control in patients with oropharyngeal carcinoma (p=0.02) but not in the oral cavity carcinoma group. Multivariate evaluation of the secondary endpoints in the total population revealed a significant association of HPV16 DNA positivity with overall survival (p<0.01) but not with distant metastases. CONCLUSIONS: HPV16 DNA status appears to be a strong prognosticator of loco-regional tumour control after postoperative cisplatin-based radiochemotherapy of locally advanced oropharyngeal carcinoma and is now being explored in a prospective validation trial.


Subject(s)
Carcinoma, Squamous Cell/genetics , Carcinoma, Squamous Cell/therapy , Cyclin-Dependent Kinase Inhibitor p16/genetics , Head and Neck Neoplasms/genetics , Head and Neck Neoplasms/therapy , Oropharyngeal Neoplasms/genetics , Oropharyngeal Neoplasms/therapy , Carcinoma, Squamous Cell/virology , Chemoradiotherapy/methods , DNA/genetics , Female , Head and Neck Neoplasms/virology , Humans , Male , Oropharyngeal Neoplasms/virology , Papillomaviridae/genetics , Postoperative Period , Prognosis , Prospective Studies , Retrospective Studies , Squamous Cell Carcinoma of Head and Neck , Survival Analysis , Treatment Outcome
10.
Article in English | MEDLINE | ID: mdl-25333098

ABSTRACT

Many microscopic imaging modalities suffer from the problem of intensity inhomogeneity due to uneven illumination or camera nonlinearity, known as shading artifacts. A typical example of this is the unwanted seam when stitching images to obtain a whole slide image (WSI). Elimination of shading plays an essential role for subsequent image processing such as segmentation, registration, or tracking. In this paper, we propose two new retrospective shading correction algorithms for WSI targeted to two common forms of WSI: multiple image tiles before mosaicking and an already-stitched image. Both methods leverage on recent achievements in matrix rank minimization and sparse signal recovery. We show how the classic shading problem in microscopy can be reformulated as a decomposition problem of low-rank and sparse components, which seeks an optimal separation of the foreground objects of interest and the background illumination field. Additionally, a sparse constraint is introduced in the Fourier domain to ensure the smoothness of the recovered background. Extensive qualitative and quantitative validation on both synthetic and real microscopy images demonstrates superior performance of the proposed methods in shading removal in comparison with a well-established method in ImageJ.


Subject(s)
Algorithms , Artifacts , Image Enhancement/methods , Image Interpretation, Computer-Assisted/methods , Microscopy/methods , Pattern Recognition, Automated/methods , Subtraction Technique , Reproducibility of Results , Sensitivity and Specificity
11.
Radiat Oncol ; 9: 131, 2014 Jun 09.
Article in English | MEDLINE | ID: mdl-24912482

ABSTRACT

BACKGROUND: Tumor but not normal cells frequently overexpress heat shock protein 70 (Hsp70) and present it on their cell surface (mHsp70) from where it can be actively released. Therefore, membrane (mHsp70) and soluble Hsp70 (sHsp70) were investigated as potential tumor biomarkers and for monitoring the outcome of radiation therapy. METHODS: Biopsies and blood were collected from patients with squamous cell carcinoma of the head and neck (SCCHN) at different time points (before, during therapy and in the follow-up period). Hsp70 membrane expression was determined on single cell suspensions of tumor biopsies and reference tissues by flow cytometry, sHsp70 protein and antibody levels were determined in the serum of patients and healthy donors by ELISA and NK cell markers that are related to the presence of sHsp70 were analyzed in the patient's peripheral blood lymphocytes (PBL). RESULTS: Tumor biopsies exhibited significantly increased mHsp70 expression levels compared to the reference tissue. Soluble Hsp70 levels were significantly higher in SCCHN patients compared to healthy human volunteers and high mHsp70 expression levels on tumor cells were associated with high sHsp70 levels in the serum of patients. Following surgery and radiotherapy sHsp70 levels in patients dropped in patients without tumor relapse in the follow-up period. In contrast to sHsp70 protein, anti-Hsp70 antibody levels remained nearly unaltered in the serum of SCCHN patients before and after therapy. Furthermore, sHsp70 protein but not anti-Hsp70 antibody levels were found to be associated with the tumor volume in SCCHN patients before start of therapy. The expression densities of the activatory NK cell markers CD56, CD94, NKG2D, NKp30, Nkp44, and NKp46 differed in patients following therapeutic intervention. A significant increase in the density of NKG2D was observed in SCCHN patients in the follow-up period after surgery and radiotherapy. CONCLUSION: We suggest sHsp70 as a potential biomarker for detecting tumors and for monitoring the clinical outcome of radiotherapy in SCCHN patients.


Subject(s)
Biomarkers, Tumor/blood , Carcinoma, Squamous Cell/radiotherapy , HSP70 Heat-Shock Proteins/blood , Head and Neck Neoplasms/radiotherapy , Killer Cells, Natural/metabolism , Adult , Aged , Carcinoma, Squamous Cell/blood , Carcinoma, Squamous Cell/pathology , Case-Control Studies , Enzyme-Linked Immunosorbent Assay , Female , Flow Cytometry , Follow-Up Studies , Head and Neck Neoplasms/blood , Head and Neck Neoplasms/pathology , Humans , Killer Cells, Natural/pathology , Male , Middle Aged , Neoplasm Staging , Prognosis , Radiotherapy Dosage , Tumor Burden
12.
Int J Radiat Oncol Biol Phys ; 88(3): 694-700, 2014 Mar 01.
Article in English | MEDLINE | ID: mdl-24521683

ABSTRACT

PURPOSE: Tumor cells, in contrast to normal cells, frequently overexpress heat shock protein 70 (Hsp70) in the cytosol, present it on their cell surface, and actively release it. Therefore, soluble Hsp70 (sHsp70) was investigated as a potential tumor biomarker for monitoring the outcome of radiation therapy. METHODS AND MATERIALS: Plasma from mice bearing membrane Hsp70 (mHsp70)-positive FaDu human squamous cell carcinoma of the head and neck and spontaneous pancreatic ductal adenocarcinoma (PDAC) was investigated. A cohort of mice with FaDu tumors (0.32 cm(3)) was irradiated with 30 Gy, and plasma was collected 24 hours after irradiation, after the tumors had shrunk to 50% of their starting volume and after complete remission. sHsp70 levels in the plasma were quantified by enzyme-linked immunosorbent assay. RESULTS: sHsp70 levels were significantly higher in the blood of tumor-bearing mice than that of control animals. A correlation between increasing sHsp70 plasma levels and tumor volume in the range of 0.01 cm(3) to 0.66 cm(3) was observed. Radiation-induced regression of the tumors was associated with significantly decreased sHsp70 levels, which returned to the level of control animals after complete remission. CONCLUSION: We propose sHsp70 as an innovative biomarker for detecting tumors and for monitoring the clinical outcome of radiation therapy in cancer patients.


Subject(s)
Biomarkers, Tumor/blood , Carcinoma, Pancreatic Ductal/blood , Carcinoma, Squamous Cell/blood , Disease Models, Animal , HSP70 Heat-Shock Proteins/blood , Head and Neck Neoplasms/blood , Pancreatic Neoplasms/blood , Animals , Carcinoma, Pancreatic Ductal/pathology , Carcinoma, Pancreatic Ductal/radiotherapy , Carcinoma, Squamous Cell/pathology , Carcinoma, Squamous Cell/radiotherapy , Cell Line, Tumor , Female , Head and Neck Neoplasms/pathology , Head and Neck Neoplasms/radiotherapy , Heterografts , Humans , Mice , Pancreatic Neoplasms/pathology , Pancreatic Neoplasms/radiotherapy , Radiation Dosage , Spheroids, Cellular/metabolism , Spheroids, Cellular/radiation effects , Treatment Outcome , Tumor Burden , Pancreatic Neoplasms
13.
Phys Med Biol ; 59(2): 347-62, 2014 Jan 20.
Article in English | MEDLINE | ID: mdl-24351879

ABSTRACT

Compared to indirect methods, direct parametric image reconstruction (PIR) has the advantage of high quality and low statistical errors. However, it is not yet clear if this improvement in quality is beneficial for physiological quantification. This study aimed to evaluate direct PIR for the quantification of tumor hypoxia using the hypoxic fraction (HF) assessed from immunohistological data as a physiological reference. Sixteen mice with xenografted human squamous cell carcinomas were scanned with dynamic [18F]FMISO PET. Afterward, tumors were sliced and stained with H&E and the hypoxia marker pimonidazole. The hypoxic signal was segmented using k-means clustering and HF was specified as the ratio of the hypoxic area over the viable tumor area. The parametric Patlak slope images were obtained by indirect voxel-wise modeling on reconstructed images using filtered back projection and ordered-subset expectation maximization (OSEM) and by direct PIR (e.g., parametric-OSEM, POSEM). The mean and maximum Patlak slopes of the tumor area were investigated and compared with HF. POSEM resulted in generally higher correlations between slope and HF among the investigated methods. A strategy for the delineation of the hypoxic tumor volume based on thresholding parametric images at half maximum of the slope is recommended based on the results of this study.


Subject(s)
Image Processing, Computer-Assisted/methods , Misonidazole/analogs & derivatives , Positron-Emission Tomography/methods , Animals , Cell Line, Tumor , Female , Head and Neck Neoplasms/diagnostic imaging , Head and Neck Neoplasms/pathology , Humans , Immunohistochemistry , Mice
14.
Int J Radiat Oncol Biol Phys ; 84(3): e409-17, 2012 Nov 01.
Article in English | MEDLINE | ID: mdl-22687194

ABSTRACT

PURPOSE: Previous studies have shown that the plasminogen activator inhibitor type-1 (PAI-1) and vascular endothelial growth factor (VEGF) are regulated by hypoxia and irradiation and are involved in neoangiogenesis. The aim of this study was to determine in vivo whether changes in PAI-1 and VEGF during fractionated irradiation could predict for radiation resistance. METHODS AND MATERIALS: Six xenografted tumor lines from human squamous cell carcinomas (HSCC) of the head and neck were irradiated with 0, 3, 5, 10, and 15 daily fractions of 2 Gy. The PAI-1 and VEGF antigen levels in tumor lysates were determined by enzyme-linked immunosorbent assay kits. The amounts of PAI-1 and VEGF were compared with the dose to cure 50% of tumors (TCD(50)). Colocalization of PAI-1, pimonidazole (hypoxia), CD31 (endothelium), and Hoechst 33342 (perfusion) was examined by immunofluorescence. RESULTS: Human PAI-1 and VEGF (hVEGF) expression levels were induced by fractionated irradiation in UT-SCC-15, UT-SCC-14, and UT-SCC-5 tumors, and mouse VEGF (msVEGF) was induced only in UT-SCC-5 tumors. High hVEGF levels were significantly associated with radiation sensitivity after 5 fractions (P=.021), and high msVEGF levels were significantly associated with radiation resistance after 10 fractions (P=.007). PAI-1 staining was observed in the extracellular matrix, the cytoplasm of fibroblast-like stroma cells, and individual tumor cells at all doses of irradiation. Colocalization studies showed PAI-1 staining close to microvessels. CONCLUSIONS: These results indicate that the concentration of tumor-specific and host-specific VEGF during fractionated irradiation could provide considerably divergent information for the outcome of radiation therapy.


Subject(s)
Carcinoma, Squamous Cell/metabolism , Head and Neck Neoplasms/metabolism , Neoplasm Proteins/metabolism , Plasminogen Activator Inhibitor 1/metabolism , Radiation Tolerance , Vascular Endothelial Growth Factor A/metabolism , Animals , Biomarkers/analysis , Biomarkers/metabolism , Carcinoma, Squamous Cell/chemistry , Carcinoma, Squamous Cell/radiotherapy , Cell Hypoxia/physiology , Cell Line, Tumor , Dose Fractionation, Radiation , Head and Neck Neoplasms/chemistry , Head and Neck Neoplasms/radiotherapy , Humans , Mice , Neoplasm Proteins/analysis , Plasminogen Activator Inhibitor 1/analysis , Transplantation, Heterologous , Vascular Endothelial Growth Factor A/analysis
15.
PLoS One ; 7(2): e31110, 2012.
Article in English | MEDLINE | ID: mdl-22347438

ABSTRACT

BACKGROUND: Ionizing irradiation is a commonly accepted treatment modality for lung cancer patients. However, the clinical outcome is hampered by normal tissue toxicity and tumor hypoxia. Since tumors often have higher levels of active heat shock protein 90 (Hsp90) than normal tissues, targeting of Hsp90 might provide a promising strategy to sensitize tumors towards irradiation. Hsp90 client proteins include oncogenic signaling proteins, cell cycle activators, growth factor receptors and hypoxia inducible factor-1α (HIF-1α). Overexpression of HIF-1α is assumed to promote malignant transformation and tumor progression and thus might reduce the accessibility to radiotherapy. METHODOLOGY/PRINCIPAL FINDINGS: Herein, we describe the effects of the novel Hsp90 inhibitor NVP-AUY922 and 17-allylamino-17-demethoxygeldanamycin (17-AAG), as a control, on HIF-1α levels and radiosensitivity of lung carcinoma cells under normoxic and hypoxic conditions. NVP-AUY922 exhibited a similar biological activity to that of 17-AAG, but at only 1/10 of the dose. As expected, both inhibitors reduced basal and hypoxia-induced HIF-1α levels in EPLC-272H lung carcinoma cells. However, despite a down-regulation of HIF-1α upon Hsp90 inhibition, sensitivity towards irradiation remained unaltered in EPLC-272H cells under normoxic and hypoxic conditions. In contrast, treatment of H1339 lung carcinoma cells with NVP-AUY922 and 17-AAG resulted in a significant up-regulation of their initially high HIF-1α levels and a concomitant increase in radiosensitivity. CONCLUSIONS/SIGNIFICANCE: In summary, our data show a HIF-1α-independent radiosensitization of normoxic and hypoxic H1339 lung cancer cells by Hsp90 inhibition.


Subject(s)
HSP90 Heat-Shock Proteins/antagonists & inhibitors , Hypoxia-Inducible Factor 1, alpha Subunit/physiology , Hypoxia , Radiation Tolerance , Cell Line, Tumor , Humans , Lung Neoplasms/metabolism , Lung Neoplasms/pathology , Radiation-Sensitizing Agents
16.
Radiother Oncol ; 99(3): 412-7, 2011 Jun.
Article in English | MEDLINE | ID: mdl-21719136

ABSTRACT

PURPOSE: Both, acute and chronic hypoxia can have unfavorable impacts on tumor progression and therapy response. The aim of this study was to optimize a macroscopic technique for the quantification of acute and chronic hypoxia (Wang model assessment of serial [(18)F]Fmiso PET/CT imaging) by comparing with a microscopic technique [(immuno-)fluorescence staining in tumor cryosections]. MATERIALS AND METHODS: Tumor pieces from the human squamous cell carcinoma lines from the head and neck FaDu and CAL33 were xenografted into the hind leg of NMRI nu/nu mice. Tumor-bearing mice were placed on an in-house developed multi-point fixation system and subjected to two consecutive dynamic [(18)F]Fmiso PET/CTs within a 24h interval. The Wang model was applied to SUV (standard uptake values) to quantify the fractions of acute and chronic hypoxia. Hypoxia subtypes were also assessed in vital tumor tissue of cryosections from the same tumors for (immuno-)fluorescence distributions of Hoechst 33342 (perfusion), pimonidazole (hypoxia), and CD31 (endothelium) using pattern recognition in microcirculatory supply units (defined as vital tumor tissue area supplied by a single microvessel). RESULTS: Using our multi-point fixation system, acceptable co-registration (registration errors ε ranged from 0.34 to 1.37) between serial PET/CT images within individual voxels was achieved. The Wang model consistently yielded higher fractions of acute hypoxia than the MCSU method. Through specific modification of the Wang model (Wang(mod)), it was possible to reduce the fraction of acute hypoxia. However, there was no significant correlation between the fractions of acute hypoxia in individual tumors assessed by the Wang(mod) model and the MCSU method for either tumor line (FaDu: r=0.68, p=0.21 and CAL33: r=0.71, p=0.18). This lack of correlation is most-likely due to the difference between the non-linear uptake of [(18)F]Fmiso and the spatial assessment of MCSUs. CONCLUSIONS: Whether the Wang model can be used to predict radiation response after serial [(18)F]Fmiso PET imaging, needs to be confirmed in experimental and clinical studies.


Subject(s)
Carcinoma, Squamous Cell/diagnostic imaging , Cell Hypoxia , Head and Neck Neoplasms/diagnostic imaging , Misonidazole/analogs & derivatives , Multimodal Imaging , Positron-Emission Tomography , Tomography, X-Ray Computed , Acute Disease , Animals , Cell Line, Tumor , Chronic Disease , Disease Progression , Humans , Image Enhancement/methods , Image Interpretation, Computer-Assisted/methods , Mice , Misonidazole/pharmacokinetics , Radiation-Sensitizing Agents/pharmacology , Transplantation, Heterologous
17.
Radiother Oncol ; 101(1): 209-16, 2011 Oct.
Article in English | MEDLINE | ID: mdl-21641070

ABSTRACT

BACKGROUND AND PURPOSE: Evaluate changes in total hypoxia and hypoxia subtypes in vital tumor tissue of human head and neck squamous cell carcinomas (hHNSCC) upon fractionated irradiation. MATERIALS AND METHODS: Xenograft tumors were generated from 5 hHNSCC cell lines (UT-SCC-15, FaDu, SAS, UT-SCC-5 and UT-SCC-14). Hypoxia subtypes were quantified in cryosections based on (immuno-)fluorescent marker distribution patterns of Hoechst 33342 (perfusion), pimonidazole (hypoxia) and CD31 (endothelium) in microcirculatory supply units (MCSUs). Tumors were irradiated with 5 or 10 fractions of 2 Gy, 5×/week. RESULTS: Upon irradiation with 10 fractions, the overall fraction of hypoxic MCSUs decreased in UT-SCC-15, FaDu and SAS, remained the same in UT-SCC-5 and increased in UT-SCC-14. Decreases were observed in the proportion of chronically hypoxic MCSUs in UT-SCC-15, in the fraction of acutely hypoxic MCSUs in UT-SCC-15 and SAS, and in the percentage of hypoxemically hypoxic MCSUs in SAS tumors. After irradiation with 5 fractions, there were no significant changes in hypoxia subtypes. Changes in the overall fraction of hypoxic MCSUs were comparable to corresponding alterations in the proportions of acutely hypoxic MCSUs. There was no correlation between radiation resistance (TCD(50)) and any of the investigated hypoxic fractions upon fractionated irradiation. CONCLUSIONS: This study shows that there are large alterations in the fractions of hypoxia subtypes upon irradiation that can differ from changes in the overall fraction of hypoxic MCSUs.


Subject(s)
Carcinoma, Squamous Cell/blood supply , Carcinoma, Squamous Cell/radiotherapy , Head and Neck Neoplasms/blood supply , Head and Neck Neoplasms/radiotherapy , Hypoxia/pathology , Microcirculation/radiation effects , Pattern Recognition, Automated , Animals , Carcinoma, Squamous Cell/pathology , Cell Survival/radiation effects , Disease Models, Animal , Dose Fractionation, Radiation , Dose-Response Relationship, Radiation , Head and Neck Neoplasms/pathology , Humans , Hypoxia/etiology , Linear Models , Mice , Mice, Nude , Neoplasm Transplantation , Radiation Tolerance , Radiotherapy , Random Allocation , Squamous Cell Carcinoma of Head and Neck , Xenograft Model Antitumor Assays
19.
Strahlenther Onkol ; 187(4): 260-6, 2011 Apr.
Article in English | MEDLINE | ID: mdl-21437770

ABSTRACT

BACKGROUND AND PURPOSE: Hypoxia is a characteristic of tumors, is known to increase aggressiveness, and causes treatment resistance. Traditional classification suggests two types of hypoxia: chronic and acute. Acute hypoxia is mostly caused by transient disruptions in perfusion, while chronic hypoxia is caused by diffusion limitations. This classification may be insufficient in terms of pathogenetic and pathophysiological mechanisms. Therefore, we quantified hypoxia subtypes in tumors based on (immuno-)fluorescent marker distribution patterns in microcirculatory supply units (MCSUs). MATERIAL AND METHODS: Cryosections from hSCC lines (SAS, FaDu, UT-SCC-5, UT-SCC-14, UT-SCC-15) were analyzed. Hypoxia was identified by pimonidazole, perfusion by Hoechst 33342, and endothelial cells by CD31. The following patterns were identified in vital tumor tissue: (1) normoxia: Hoechst 33342 fluorescence around microvessels, no pimonidazole, (2) chronic hypoxia: Hoechst 33342 fluorescence around microvessels, pimonidazole distant from microvessels, (3) acute hypoxia: no Hoechst 33342 fluorescence around microvessels, pimonidazole in immediate vicinity of microvessels, and (4) hypoxemic hypoxia: Hoechst 33342 fluorescence and pimonidazole directly around microvessels. RESULTS: Quantitative assessment of MCSUs show predominance for normoxia in 4 out of 5 tumor lines (50.1-72.8%). Total hypoxia slightly prevails in UT-SCC-15 (56.9%). Chronic hypoxia is the dominant subtype (65.4-85.9% of total hypoxia). Acute hypoxia only accounts for 12.9-29.8% and hypoxemic hypoxia for 1.2-6.4% of total hypoxia. The fraction of perfused microvessels ranged from 82.5-96.6%. CONCLUSION: Chronic hypoxia is the prevailing subtype in MCSUs. Acute hypoxia and hypoxemic hypoxia account for only a small fraction. This approach enables assessment and recognition of different hypoxia subtypes including hypoxemic hypoxia and may facilitate methods to (clinically) identify and eliminate hypoxia.


Subject(s)
Cell Hypoxia/physiology , Microcirculation/physiology , Microscopy, Fluorescence , Neoplasms/blood supply , Tumor Cells, Cultured/classification , Tumor Cells, Cultured/pathology , Benzimidazoles , Cell Line, Tumor , Diffusion , Humans , Microvessels , Nitroimidazoles , Perfusion Imaging , Prognosis , Radiation-Sensitizing Agents
20.
Int J Radiat Oncol Biol Phys ; 76(2): 574-82, 2010 Feb 01.
Article in English | MEDLINE | ID: mdl-20117293

ABSTRACT

PURPOSE: It has been shown that plasminogen activator inhibitor type-1 (PAI-1) and vascular endothelial growth factor (VEGF) are involved in neo-angiogenesis. The aim of this study was to investigate the irradiation-induced regulation of PAI-1 and VEGF in squamous cell carcinomas of the head and neck (SCCHN) cell lines of varying radiation sensitivity. METHODS AND MATERIALS: Six cell lines derived from SCCHN were investigated in vitro. The colorimetric AlamarBlue assay was used to detect metabolic activity of cell lines during irradiation as a surrogate marker for radiation sensitivity. PAI-1 and VEGF secretion levels were measured by enzyme-linked immunosorbent assay 24, 48, and 72 h after irradiation with 0, 2, 6, and 10 Gy. The direct radioprotective effect of exogenous PAI-1 was measured using the clonogenic assay. For regulation studies, transforming growth factor-beta1 (TGF-beta1), hypoxia-inducible factor-1alpha (HIF-1alpha), hypoxia-inducible factor-2alpha (HIF-2alpha), or both HIF-1alpha and HIF-2alpha were downregulated using siRNA. RESULTS: Although baseline levels varied greatly, irradiation led to a comparable dose-dependent increase in PAI-1 and VEGF secretion in all six cell lines. Addition of exogenous stable PAI-1 to the low PAI-1-expressing cell lines, XF354 and FaDu, did not lead to a radioprotective effect. Downregulation of TGF-beta1 significantly decreased VEGF secretion in radiation-sensitive XF354 cells, and downregulation of HIF-1alpha and HIF-2alpha reduced PAI-1 and VEGF secretion in radiation-resistant SAS cells. CONCLUSIONS: Irradiation dose-dependently increased PAI-1 and VEGF secretion in all SCCHN cell lines tested regardless of their basal levels and radiation sensitivity. In addition, TGF-beta1 and HIF-1alpha could be partly responsible for VEGF and PAI-1 upregulation after irradiation.


Subject(s)
Carcinoma, Squamous Cell/radiotherapy , Head and Neck Neoplasms/radiotherapy , Plasminogen Activator Inhibitor 1/metabolism , Vascular Endothelial Growth Factor A/metabolism , Basic Helix-Loop-Helix Transcription Factors/metabolism , Carcinoma, Squamous Cell/metabolism , Cell Line, Tumor , Cell Survival , Colorimetry/methods , Dose-Response Relationship, Radiation , Down-Regulation , Enzyme-Linked Immunosorbent Assay/methods , Head and Neck Neoplasms/metabolism , Humans , Hypoxia-Inducible Factor 1, alpha Subunit/metabolism , RNA, Small Interfering/metabolism , Radiation Tolerance , Transforming Growth Factor beta1/metabolism
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