Κυριακή 24 Νοεμβρίου 2019

Non-invasive Use of Positron Emission Tomography to Monitor Diethyl maleate and Radiation-Induced Changes in System x C − Activity in Breast Cancer

Abstract

Purpose

The system xC transporter is upregulated in cancer cells in response to oxidative stress (OS). 5-[18F]fluoroaminosuberic acid ([18F]FASu) has been reported as a novel positron emission tomography (PET) imaging agent, targeting system xC. The goal of this study was to evaluate the utility of [18F]FASu in monitoring cellular response to diethyl maleate (DEM) and radiation-induced OS fluctuations.

Procedures

[18F]FASu uptake by breast cancer cells was studied in correlation to OS biomarkers: glutathione (GSH) and reactive oxygen species (ROS), as well as transcriptional and translational levels of xCT (the functional subunit of xC). System xC inhibitor, sulfasalazine (SSZ), and small interfering RNA (siRNA) knockdown were used as negative controls. Radiotracer uptake was evaluated in three breast cancer models: MDA-MB-231, MCF-7, and ZR-75-1, at two-time points (1 h and 16 h) following OS induction. In vivo [18F]FASu imaging and biodistribution were performed using MDA-MB-231 xenograft-bearing mice at 16 and 24 h post-radiation treatment.

Results

[18F]FASu uptake was positively correlated to intracellular GSH and SLC7A11 expression levels, and radiotracer uptake was induced both by radiation treatment and by DEM at time points longer than 3 h. In an in vivo setting, there was no statistically significant uptake difference between irradiated and control tumors.

Conclusion

[18F]FASu is a specific system xC PET radiotracer and as such it can be used to monitor system xC activity due to OS. As such, [18F]FASu has the potential to be used in therapy response monitoring by PET. Further optimization is required for in vivo application.

Data Curation for Preclinical and Clinical Multimodal Imaging Studies

Abstract

Purpose

In biomedical research, imaging modalities help discover pathological mechanisms to develop and evaluate novel diagnostic and theranostic approaches. However, while standards for data storage in the clinical medical imaging field exist, data curation standards for biomedical research are yet to be established. This work aimed at developing a free secure file format for multimodal imaging studies, supporting common in vivo imaging modalities up to five dimensions as a step towards establishing data curation standards for biomedical research.

Procedures

Images are compressed using lossless compression algorithm. Cryptographic hashes are computed on the compressed image slices. The hashes and compressions are computed in parallel, speeding up computations depending on the number of available cores. Then, the hashed images with digitally signed timestamps are cryptographically written to file. Fields in the structure, compressed slices, hashes, and timestamps are serialized for writing and reading from files. The C++ implementation is tested on multimodal data from six imaging sites, well-documented, and integrated into a preclinical image analysis software.

Results

The format has been tested with several imaging modalities including fluorescence molecular tomography/x-ray computed tomography (CT), positron emission tomography (PET)/CT, single-photon emission computed tomography/CT, and PET/magnetic resonance imaging. To assess performance, we measured the compression rate, ratio, and time spent in compression. Additionally, the time and rate of writing and reading on a network drive were measured. Our findings demonstrate that we achieve close to 50 % reduction in storage space for μCT data. The parallelization speeds up the hash computations by a factor of 4. We achieve a compression rate of 137 MB/s for file of size 354 MB.

Conclusions

The development of this file format is a step to abstract and curate common processes involved in preclinical and clinical multimodal imaging studies in a standardized way. This work also defines better interface between multimodal imaging modalities and analysis software.

Impact of rs12917 MGMT Polymorphism on [ 18 F]FDG-PET Response in Pediatric Hodgkin Lymphoma (PHL)

Abstract

Purpose

The enzyme O6-methylguanine-DNA methyltransferase (MGMT) is an important component of the DNA repair machinery. MGMT removes O6-methylguanine from the DNA by transferring the methyl group to a cysteine residue in its active site. Recently, we detected the single nucleotide polymorphism (SNP) rs12917 (C/T) in the MGMT sequence adjacent to the active site in Hodgkin lymphoma (HL) cell line KM-H2. We now investigated whether this SNP is also present in other HL cell lines and patient samples. Furthermore, we asked whether this SNP might have an impact on metabolic response in 2-deoxy-2-[18F]fluoro-D-glucose positron emission tomography ([18F]FDG-PET), and on overall treatment outcome based on follow-up intervals of at least 34 months.

Procedures

We determined the frequency of this MGMT polymorphism in 5 HL cell lines and in 29 pediatric HL (PHL) patients. The patient cohort included 17 female and 12 male patients aged between 4 and 18 years. After characterization of the sequence, we tested a possible association between rs12917 and age, gender, Ann Arbor stage, treatment group, metabolic response following two courses of OEPA (vincristine, etoposide, prednisone, and doxorubicin) chemotherapy, radiotherapy indication, and relapse status.

Results

We detected the minor T allele in four of five HL cell lines. 11/29 patients carried the minor T allele whereas 18/29 patients showed homozygosity for the major C allele. Interestingly, we observed significantly better metabolic response in PHL patients carrying the rs12917 C allele resulting in a lower frequency of radiotherapy indication.

Conclusion

MGMT polymorphism rs12917 seems to affect chemotherapy response in PHL. The prognostic value of this polymorphism should be investigated in a larger patient cohort.

Evaluation of l -1-[ 18 F]Fluoroethyl-Tryptophan for PET Imaging of Cancer

Abstract

Purpose

Fluorine-18 labeled tryptophan analog l-1-[18F]fluoroethyl-tryptophan (l-1-[18F]FETrp) was designed for positron emission tomography (PET) imaging of cancer by dual targeting of the overexpressed amino acid transporters and altered indoleamine 2,3-dioxygenase (IDO)-mediated kynurenine pathway of tryptophan metabolism. In our previous study, we described the radiosynthesis and preliminary evaluation of l-1-[18F]FETrp for PET imaging of breast cancer. The aim of this study was to investigate the in vivo imaging mechanism and further evaluate this radiotracer in more wide range types of cancers including prostate cancer, lung cancer, and glioma.

Procedures

The mice bearing subcutaneous PC-3 prostate cancer, subcutaneous H2009 and H460 lung cancers, subcutaneous MDA-MB-231, orthotopic A549 lung cancer, and intracranial 73C glioma were employed to evaluate l-1-[18F]FETrp for PET imaging of cancer. The in vivo catabolism of l-1-[18F]FETrp in the tumor was studied by analysis of PC-3 extracts with radio-HPLC.

Results

Small animal PET/CT imaging of l-1-[18F]FETrp visualized all tumors in these different mouse models with high accumulations of radioactivity in PC-3 (7.5 ± 0.6 % ID/g), H2009 (5.3 ± 0.8 % ID/g), H460 (9.0 ± 1.4 % ID/g), A549 (4.5 ± 0.5 % ID/g), and 73C (4.1 ± 0.7 % ID/g) tumors. The radio-HPLC analysis of PC-3 tumor extracts revealed that about 30 % of l-1-[18F]FETrp was converted into a highly polar radioactive metabolite. The uptake in H460 cancer was about 1.7-fold higher than that in H2009 cancer, which indicated l-1-[18F]FETrp could differentiate these subtypes of lung cancers (H2009 and H460) by imaging quantification. Furthermore, small animal PET/CT imaging in intracranial glioma revealed l-1-[18F]FETrp could pass blood-brain barrier (BBB) and accumulate in glioma with a favorable imaging contrast (tumor-to-brain 2.9).

Conclusions

l-1-[18F]FETrp highly accumulated in a wide range of malignancies including lung cancer, prostate cancer, and glioma. These results suggested that l-1-[18F]FETrp is a promising radiotracer for PET imaging of cancer.

Validation of R -2-[ 18 F]Fluoropropionic Acid as a Potential Tracer for PET Imaging of Liver Cancer

Abstract

Purpose

2-[18F]Fluoropropionic acid (RS-[18F]FPA) has shown potential value as a short-chain fatty acid positron emission tomography (PET) tracer for the detection of liver cancer. However, RS-[18F]FPA is a mixture of 2-R-[18F]fluoropropionic acid (R-[18F]FPA) and 2-S-[18F]fluoropropionic acid (S-[18F]FPA). The aim of this study is to validate the feasibility of R-[18F]FPA in preclinical PET imaging of liver cancer and to compare the use of R-[18F]FPA with that of RS-[18F]FPA and S-[18F]FPA.

Procedures

A comparative study of R-[18F]FPA, RS-[18F]FPA, S-[18F]FPA, and [18F]FDG micro-PET imaging was performed in HepG2 and SK-Hep-1 tumor-bearing mice. A comparison of R-[18F]FPA uptake with that of S-[18F]FPA by HepG2 and SK-Hep-1 cells was made at different time points. Additionally, in vivo blocking experiments in HepG2 and SK-Hep-1 tumor models were conducted with orlistat and 3-nitropropionic acid (3-NP). In vitro blocking experiments with orlistat or 3-NP were performed with HepG2 and SK-Hep-1 cells.

Results

The radioactivity uptake values of R-[18F]FPA were comparable to those of RS-[18F]FPA but were higher than those of S-[18F]FPA and 2-deoxy-2-[18F]fluoro-D-glucose ([18F]FDG) in HepG2 tumors. The radioactivity uptake values of R-[18F]FPA in large HepG2 tumors were lower than those of [18F]FDG (P < 0.05), while R-[18F]FPA PET was significantly superior to [18F]FDG PET in detecting small tumors (both SK-Hep-1 and HepG2 tumors). The in vivo PET imaging experiments showed that R-[18F]FPA uptake in HepG2 tumor-bearing mice was blocked by 19.3 % and 31.8 % after treatment with orlistat and 3-NP, respectively. The radioactivity uptake values of R-[18F]FPA in SK-Hep-1 tumor-bearing mice was blocked by 39.5 % with orlistat.

Conclusion

R-[18F]FPA seems to be more potential than S-[18F]FPA as an optically pure PET probe, with effective compensation for the deficiencies of [18F]FDG, particularly in PET imaging of small liver cancer. The uptake mechanism of [18F]FPA in liver cancer may be related to fatty acid synthesis and the tricarboxylic acid cycle. However, compared with the racemic RS-[18F]FPA, the possible advantages of R-enantiomer R-[18F]FPA still needs further research.

Artificial Neural Network–Based Prediction of Outcome in Parkinson’s Disease Patients Using DaTscan SPECT Imaging Features

Abstract

Purpose

Quantitative analysis of dopamine transporter (DAT) single-photon emission computed tomography (SPECT) images can enhance diagnostic confidence and improve their potential as a biomarker to monitor the progression of Parkinson’s disease (PD). In the present work, we aim to predict motor outcome from baseline DAT SPECT imaging radiomic features and clinical measures using machine learning techniques.

Procedures

We designed and trained artificial neural networks (ANNs) to analyze the data from 69 patients within the Parkinson’s Progressive Marker Initiative (PPMI) database. The task was to predict the unified PD rating scale (UPDRS) part III motor score in year 4 from 92 imaging features extracted on 12 different regions as well as 6 non-imaging measures at baseline (year 0). We first performed univariate screening (including the adjustment for false discovery) to select 4 regions each having 10 features with significant performance in classifying year 4 motor outcome into two classes of patients (divided by the UPDRS III threshold of 30). The leave-one-out strategy was then applied to train and test the ANNs for individual and combinations of features. The prediction statistics were calculated from 100 rounds of experiments, and the accuracy in appropriate prediction (classification of year 4 outcome) was quantified.

Results

Out of the baseline non-imaging features, only the UPDRS III (at year 0) was predictive, while multiple imaging features depicted significance. The different selected features reached a predictive accuracy of 70 % if used individually. Combining the top imaging features from the selected regions significantly improved the prediction accuracy to 75 % (p < 0.01). The combination of imaging features with the year 0 UPDRS III score also improved the prediction accuracy to 75 %.

Conclusion

This study demonstrated the added predictive value of radiomic features extracted from DAT SPECT images in serving as a biomarker for PD progression tracking.

In Vitro Assessment of Fluorine Nanoemulsion-Labeled Hyaluronan-Based Hydrogels for Precise Intrathecal Transplantation of Glial-Restricted Precursors

Abstract

Purpose

We studied the feasibility of labeling hydrogel scaffolds with a fluorine nanoemulsion for 19F- magnetic resonance imaging (MRI) to enable non-invasive visualization of their precise placement and potential degradation.

Procedure

Hyaluronan-based hydrogels (activated hyaluronan, HA) with increasing concentrations of fluorine nanoemulsion (V-sense) were prepared to measure the gelation time and oscillatory stress at 1 h and 7 days after the beginning of gelation. All biomechanical measurements were conducted with an ARES 2 rheometer. Diffusion of fluorine from the hydrogel: Three hydrogels in various Vs to HA volumetric ratios (1:50, 1:10, and 1:5) were prepared in duplicate. Hydrogels were incubated at 37 °C. To induce diffusion, three hydrogels were agitated at 1000 rpm. 1H and 19F MRI scans were acquired at 1, 3, 7 days and 2 months after gel preparation on a Bruker Ascend 750 scanner. To quantify fluorine content, scans were analyzed using Voxel Tracker 2.0. Assessment of cell viability in vitro and in vivo: Luciferase-positive mouse glial-restricted progenitors (GRPs) were embedded in 0:1, 1:50, 1:10, and 1:5 Vs:HA mixtures (final cell concentration  =1 × 107/ml). For the in vitro assay, mixtures were placed in 96-wells plate in triplicate and bioluminescence was measured after 1, 3, 7, 14, 21, and 28 days. For in vivo experiments, Vs/HA mixtures containing GRPs were injected subcutaneously in SCID mice and BLI was acquired at 1, 3, 7, and 14 days post-injection.

Results

Mixing of V-sense at increasing ratios of 1:50, 1:10, and 1:5 v/v of fluorine/activated hyaluronan (HA) hydrogel gradually elongated the gelation time from 194 s for non-fluorinated controls to 304 s for 1:5 V-sense:HA hydrogels, while their elastic properties slightly decreased. There was no release of V-sense from hydrogels maintained in stationary conditions over 2 months. The addition of V-sense positively affected in vitro survival of scaffolded GRPs in a dose-dependent manner.

Conclusions

These results show that hydrogel fluorination does not impair its beneficial properties for scaffolded cells, which may be used to visualize scaffolded GRP transplants with 19F MRI.

Imaging and Characterization of Macrophage Distribution in Mouse Models of Human Prostate Cancer

Abstract

Purpose

Prostate carcinoma consists of tumor epithelium and malignant stroma. Until recently, diagnostic and therapeutic efforts have focused exclusively on targeting characteristics of the tumor epithelium, ignoring opportunities to target inflammatory infiltrate and extracellular matrix components. Prostate tumors are rich in tumor-associated macrophages (TAMs), which can be either of the cytotoxic M1 or protumorigenic M2 phenotype. We have quantified the proportion of each in seven common human prostate tumor lines grown subcutaneously in athymic nude mice and have imaged macrophage densities in vivo in xenografts derived from these lines.

Procedures

A panel of seven human prostate cancer xenografts was generated in intact male athymic nude mice reflecting variable expression of the androgen receptor (AR) and prostate-specific membrane antigen (PSMA). Mice were imaged ex vivo using near-infrared fluorescence (NIRF) imaging for PSMA expression and total macrophage densities to enable direct comparison between the two. Tumors were harvested for sectioning and additional staining to delineate M1 and M2 phenotype along with vascular density.

Results

Macrophage polarization analysis of sections revealed that all xenografts were > 94% M2 phenotype, and the few M1-polarized macrophages present were confined to the periphery. Xenografts displaying the fastest growth were associated with the highest densities of macrophages while the slowest growing tumors were characterized by focal, tumor-infiltrating macrophage densities. Xenograft sections displayed a strong positive spatial relationship between macrophages, vasculature, and PSMA expression.

Conclusions

Prostate TAM disposition can be imaged ex vivo and is associated with growth characteristics of a variety of tumor subtypes regardless of PSMA or AR expression.

Imaging of Tumor Spheroids, Dual-Isotope SPECT, and Autoradiographic Analysis to Assess the Tumor Uptake and Distribution of Different Nanobodies

Abstract

Purpose

Recent studies have shown rapid accumulation of nanobodies (NBs) in tumors and fast clearance of the unbound fraction, making NBs exceptional tracers for cancer imaging. In this study, we investigate the combination of in vitro imaging of tumor spheroids, in vivo dual-isotope single-photon emission computed tomography (SPECT), and ex vivo autoradiographic analysis of tumors to efficiently, and with few mice, assess the tumor uptake and distribution of different NBs.

Procedures

The irrelevant NB R2 (16 kDa) and the EGFR-targeted NBs 7D12 (16 kDa) and 7D12-R2 (32 kDa) were investigated. Confocal microscopy was used to study the penetration of the NBs into A431 tumor spheroids over time, using the anti-EGFR monoclonal antibody (mAb) cetuximab (150 kDa) as a reference. Dual-isotope [111In]DOTA-NB/[177Lu]DOTA-NB SPECT was used for longitudinal imaging of multiple tracers in the same animal bearing A431 tumor xenografts. Tumor sections were analyzed using autoradiography.

Results

No binding of the irrelevant NB was observed in spheroids, whereas for the specific tracers an increase in the spheroid’s covered area was observed over time. The NB 7D12 saturated the spheroid earlier than the larger, 7D12-R2. Even slower penetration was observed for the large mAb. In vivo, the tumor uptake of 7D12 was 19-fold higher than R2 after co-injection in the same animal, and 2.5-fold higher than 7D12-R2 when co-injected. 7D12-R2 was mainly localized at the rim of tumors, while 7D12 was found to be more evenly distributed.

Conclusions

This study demonstrates that the combination of imaging of tumor spheroids, dual-isotope SPECT, and autoradiography of tumors is effective in comparing tumor uptake and distribution of different NBs. Results were in agreement with published data, highlighting the value of monomeric NBs for tumor imaging, and re-enforcing the value of these techniques to accurately assess the most optimal format for tumor imaging. This combination of techniques requires a lower number of animals to obtain significant data and can accelerate the design of novel tracers.

Modifying the Siderophore Triacetylfusarinine C for Molecular Imaging of Fungal Infection

Abstract

Purpose

Aspergillus fumigatus produces the siderophore triacetylfusarinine C (TAFC) for iron acquisition which is essential for its virulence. Therefore, TAFC is a specific marker for invasive aspergillosis. We have shown previously that positron emission tomography (PET) imaging with [68Ga]TAFC exhibited excellent targeting properties in an A. fumigatus rat infection model. In this study, we aimed to prepare TAFC analogs modifying fusarinine C (FSC) by acylation with different carbon chain lengths as well as with charged substituents and investigated the influence of introduced substituents on preservation of TAFC characteristics in vitro and in vivo.

Procedures

Fifteen TAFC derivatives were prepared and labeled with gallium-68. In vitro uptake assays were carried out in A. fumigatus under iron-replete as well as iron-depleted conditions and distribution coefficient was determined. Based on these assays, three compounds, [68Ga]tripropanoyl(FSC) ([68Ga]TPFC), [68Ga]diacetylbutanoyl(FSC) ([68Ga]DABuFC), and [68Ga]trisuccinyl(FSC) ([68Ga]FSC(suc)3), with high, medium, and low in vitro uptake in fungal cultures, were selected for further evaluation. Stability and protein binding were evaluated and in vivo imaging performed in the A. fumigatus rat infection model.

Results

In vitro uptake studies using A. fumigatus revealed specific uptake of mono- and trisubstituted TAFC derivatives at RT. Lipophilicities as expressed by logD were 0.34 to − 3.80. The selected compounds displayed low protein binding and were stable in PBS and serum. Biodistribution and image contrast in PET/X-ray computed tomography of [68Ga]TPFC and [68Ga]DABuFC were comparable to [68Ga]TAFC, whereas no uptake in the infected region was observed with [68Ga]FSC(suc)3.

Conclusions

Our studies show the possibility to modify TAFC without losing its properties and specific recognition by A. fumigatus. This opens also new ways for multimodality imaging or theranostics of fungal infection by introducing functionalities such as fluorescent dyes or antifungal moieties.

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