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1.
PLoS One ; 17(2): e0259564, 2022.
Article in English | MEDLINE | ID: mdl-35157711

ABSTRACT

BACKGROUND: Osteosarcoma, which is the most common malignant pediatric bone cancer, remains dependent on an imprecise systemic treatment largely unchanged in 30 years. In this study, we correlated histopathology with magnetic resonance imaging (MRI), used the correlation to extract MRI-specific features representative of tumor necrosis, and subsequently developed a novel classification model for predicting tumor response to neoadjuvant chemotherapy in pediatric patients with osteosarcoma using multi-modal MRI. The model could ultimately serve as a testable biomarker for a high-risk malignancy without successful precision treatments. METHODS: Patients with newly diagnosed high-grade appendicular osteosarcoma were enrolled in a single-center observational study, wherein patients underwent pre-surgical evaluation using both conventional MRI (post-contrast T1-weighted with fat saturation, pre-contrast T1-weighted, and short inversion-time inversion recovery (STIR)) and advanced MRI (diffusion weighted (DW) and dynamic contrast enhanced (DCE)). A classification model was established based on a direct correlation between histopathology and MRI, which was achieved through histologic-MR image co-registration and subsequent extraction of MR image features for identifying histologic tumor necrosis. By operating on the MR image features, tumor necrosis was estimated from different combinations of MR images using a multi-feature fuzzy clustering technique together with a weighted majority ruling. Tumor necrosis calculated from MR images, for either an MRI plane of interest or whole tumor volume, was compared to pathologist-estimated necrosis and necrosis quantified from digitized histologic section images using a previously described deep learning classification method. RESULTS: 15 patients were enrolled, of whom two withdrew, one became ineligible, and two were subjected to inadequate pre-surgical imaging. MRI sequences of n = 10 patients were subsequently used for classification model development. Different MR image features, depending on the modality of MRI, were shown to be significant in distinguishing necrosis from viable tumor. The scales at which MR image features optimally signified tumor necrosis were different as well depending on the MR image type. Conventional MRI was shown capable of differentiating necrosis from viable tumor with an accuracy averaging above 90%. Conventional MRI was equally effective as DWI in distinguishing necrotic from viable tumor regions. The accuracy of tumor necrosis prediction by conventional MRI improved to above 95% when DCE-MRI was added into consideration. Volume-based tumor necrosis estimations tended to be lower than those evaluated on an MRI plane of interest. CONCLUSIONS: The study has shown a proof-of-principle model for interpreting chemotherapeutic response using multi-modal MRI for patients with high-grade osteosarcoma. The model will continue to be evaluated as MR image features indicative of tumor response are now computable for the disease prior to surgery.


Subject(s)
Bone Neoplasms/pathology , Magnetic Resonance Imaging , Osteosarcoma/pathology , Adolescent , Antineoplastic Agents/therapeutic use , Bone Neoplasms/diagnostic imaging , Bone Neoplasms/drug therapy , Child , Deep Learning , Female , Humans , Male , Necrosis , Neoplasm Grading , Osteosarcoma/diagnostic imaging , Osteosarcoma/drug therapy , Prospective Studies , Young Adult
2.
Microsc Microanal ; 19(5): 1323-33, 2013 Oct.
Article in English | MEDLINE | ID: mdl-23842082

ABSTRACT

Mass transport within collagen-based matrices is critical to tissue development, repair, and pathogenesis, as well as the design of next-generation tissue engineering strategies. This work shows how collagen precursors, specified by intermolecular cross-link composition, provide independent control of collagen matrix mechanical and transport properties. Collagen matrices were prepared from tissue-extracted monomers or oligomers. Viscoelastic behavior was measured in oscillatory shear and unconfined compression. Matrix permeability and diffusivity were measured using gravity-driven permeametry and integrated optical imaging, respectively. Both collagen types showed an increase in stiffness and permeability hindrance with increasing collagen concentration (fibril density); however, different physical property­concentration relationships were noted. Diffusivity was not affected by concentration for either collagen type over the range tested. In general, oligomer matrices exhibited a substantial increase in stiffness and only a modest decrease in transport properties when compared with monomer matrices prepared at the same concentration. The observed differences in viscoelastic and transport properties were largely attributed to increased levels of interfibril branching within oligomer matrices. The ability to relate physical properties to relevant microstructure parameters, including fibril density and interfibril branching, is expected to advance the understanding of cell­matrix signaling, as well as facilitate model-based prediction and design of matrix-based therapeutic strategies.


Subject(s)
Collagen Type I/chemistry , Collagen Type I/metabolism , Animals , Biological Transport , Chemical Phenomena , Collagen Type I/isolation & purification , Elasticity , Permeability , Swine , Viscosity
3.
J Mech Behav Biomed Mater ; 18: 67-80, 2013 Feb.
Article in English | MEDLINE | ID: mdl-23246556

ABSTRACT

Successful cryopreservation of functional engineered tissues (ETs) is significant to tissue engineering and regenerative medicine, but it is extremely challenging to develop a successful protocol because the effects of cryopreservation parameters on the post-thaw functionality of ETs are not well understood. Particularly, the effects on the microstructure of their extracellular matrix (ECM) have not been well studied, which determines many functional properties of the ETs. In this study, we investigated the effects of two key cryopreservation parameters--(i) freezing temperature and corresponding cooling rate; and (ii) the concentration of cryoprotective agent (CPA) on the ECM microstructure as well as the cellular viability. Using dermal equivalent as a model ET and DMSO as a model CPA, freezing-induced spatiotemporal deformation and post-thaw ECM microstructure of ETs was characterized while varying the freezing temperature and DMSO concentrations. The spatial distribution of cellular viability and the cellular actin cytoskeleton was also examined. The results showed that the tissue dilatation increased significantly with reduced freezing temperature (i.e., rapid freezing). A maximum limit of tissue deformation was observed for preservation of ECM microstructure, cell viability and cell-matrix adhesion. The dilatation decreased with the use of DMSO, and a freezing temperature dependent threshold concentration of DMSO was observed. The threshold DMSO concentration increased with lowering freezing temperature. In addition, an analysis was performed to delineate thermodynamic and mechanical components of freezing-induced tissue deformation. The results are discussed to establish a mechanistic understanding of freezing-induced cell-fluid-matrix interaction and phase change behavior within ETs in order to improve cryopreservation of ETs.


Subject(s)
Cryopreservation/methods , Extracellular Fluid/metabolism , Extracellular Matrix/metabolism , Freezing/adverse effects , Mechanical Phenomena , Tissue Engineering , Cell Survival/drug effects , Cryoprotective Agents/pharmacology , Cytoskeleton/drug effects , Cytoskeleton/metabolism , Extracellular Fluid/drug effects , Extracellular Matrix/drug effects , Humans , Thermodynamics
4.
Biomaterials ; 32(23): 5380-90, 2011 Aug.
Article in English | MEDLINE | ID: mdl-21549425

ABSTRACT

The two most significant challenges for successful cryopreservation of engineered tissues (ETs) are preserving tissue functionality and controlling highly tissue-type dependent preservation outcomes. In order to address these challenges, freezing-induced cell-fluid-matrix interactions should be understood, which determine the post-thaw cell viability and extracellular matrix (ECM) microstructure. However, the current understanding of this tissue-level biophysical interaction is still limited. In this study, freezing-induced cell-fluid-matrix interactions and their impact on the cells and ECM microstructure of ETs were investigated using dermal equivalents as a model ET. The dermal equivalents were constructed by seeding human dermal fibroblasts in type I collagen matrices with varying cell seeding density and collagen concentration. While these dermal equivalents underwent an identical freeze/thaw condition, their spatiotemporal deformation during freezing, post-thaw ECM microstructure, and cellular level cryoresponse were characterized. The results showed that the extent and characteristics of freezing-induced deformation were significantly different among the experimental groups, and the ETs with denser ECM microstructure experienced a larger deformation. The magnitude of the deformation was well correlated to the post-thaw ECM structure, suggesting that the freezing-induced deformation is a good indicator of post-thaw ECM structure. A significant difference in the extent of cellular injury was also noted among the experimental groups, and it depended on the extent of freezing-induced deformation of the ETs and the initial cytoskeleton organization. These results suggest that the cells have been subjected to mechanical insult due to the freezing-induced deformation as well as thermal insult. These findings provide insight on tissue-type dependent cryopreservation outcomes, and can help to design and modify cryopreservation protocols for new types of tissues from a pre-developed cryopreservation protocol.


Subject(s)
Cryopreservation/methods , Extracellular Matrix/pathology , Fibroblasts/pathology , Freezing , Tissue Engineering/methods , Cell Count , Cell Line, Transformed , Cell Survival , Collagen Type I/chemistry , Cytoskeleton/pathology , Dermis/cytology , Extracellular Matrix/ultrastructure , Fibroblasts/cytology , Humans , Microscopy, Electron, Scanning , Microscopy, Fluorescence , Quantum Dots , Tissue Scaffolds/chemistry
5.
J Biomech Eng ; 132(3): 031003, 2010 Mar.
Article in English | MEDLINE | ID: mdl-20459191

ABSTRACT

In order to cryopreserve functional engineered tissues (ETs), the microstructure of the extracellular matrix (ECM) should be maintained, as well as the cellular viability since the functionality is closely related to the ECM microstructure. Since the post-thaw ECM microstructure is determined by the deformation of ETs during cryopreservation, freezing-induced deformation of ETs was measured with a newly developed quantum dot (QD)-mediated cell image deformetry system using dermal equivalents as a model tissue. The dermal equivalents were constructed by seeding QD-labeled fibroblasts in type I collagen matrices. After 24 h incubation, the ETs were directionally frozen by exposing them to a spatial temperature gradient (from 4 degrees C to -20 degrees C over a distance of 6 mm). While being frozen, the ETs were consecutively imaged, and consecutive pairs of these images were two-dimensionally cross-correlated to determine the local deformation during freezing. The results showed that freezing induced the deformation of ET, and its magnitude varied with both time and location. The maximum local dilatation was 0.006 s(-1) and was always observed at the phase change interface. Due to this local expansion, the unfrozen region in front of the freezing interface experienced compression. This expansion-compression pattern was observed throughout the freezing process. In the unfrozen region, the deformation rate gradually decreased away from the freezing interface. After freezing/thawing, the ET experienced an approximately 28% decrease in thickness and 8% loss in weight. These results indicate that freezing-induced deformation caused the transport of interstitial fluid, and the interstitial fluid was extruded. In summary, the results suggest that complex cell-fluid-matrix interactions occur within ETs during freezing, and these interactions determine the post-thaw ECM microstructure and eventual post-thaw tissue functionality.


Subject(s)
Cryopreservation/methods , Fibroblasts/cytology , Fibroblasts/physiology , Mechanotransduction, Cellular/physiology , Models, Biological , Tissue Engineering/methods , Cells, Cultured , Computer Simulation , Elastic Modulus/physiology , Foreskin/cytology , Foreskin/physiology , Freezing , Hardness/physiology , Humans , Male
6.
Article in English | MEDLINE | ID: mdl-19964211

ABSTRACT

Efficacy of many novel therapeutic agents are impaired by hindered interstitial diffusion in tumor. In the context of overcoming this drug delivery barrier, a hypothesis was postulated that freeze/thaw (F/T) may induce favorable changes of tumor tissue microstructure to facilitate the interstitial diffusion. This hypothesis may also be relevant to develop a mechanistically derived chemotherapeutic strategy for cryo-treated tumors. In the present study, this hypothesis was tested by characterizing the effects of F/T on the interstitial diffusion using an in vitro engineered tumor model (ET). The diffusion coefficients of FITC-labeled dextran was measured within the frozen/thawed and unfrozen ETs. The results showed that the diffusion coefficients increased after F/T but the extent of increase was dependent on the size of dextran. This implies that the combination of cryosurgery and chemotherapy should be designed considering the biophysical changes of tissues after freeze/thaw and the diffusion characteristics of drug molecules.


Subject(s)
Antineoplastic Agents/pharmacokinetics , Breast Neoplasms/metabolism , Breast Neoplasms/therapy , Cryotherapy/methods , Dextrans/pharmacokinetics , Antineoplastic Agents/administration & dosage , Antineoplastic Agents/chemistry , Breast Neoplasms/chemistry , Cell Line, Tumor , Combined Modality Therapy , Dextrans/administration & dosage , Diffusion , Freezing , Humans
7.
J Biomech Eng ; 131(7): 074513, 2009 Jul.
Article in English | MEDLINE | ID: mdl-19640149

ABSTRACT

The efficacy of chemotherapy is significantly impaired by the multidrug resistance (MDR) of cancer cells. The mechanism of MDR is associated with the overexpression of certain adenosine triphosphate-binding cassette protein transporters in plasma membranes, which actively pump out cytotoxic drugs from the intracellular space. In this study, we tested a hypothesis that freezing and thawing (F/T) may enhance intracellular drug delivery to MDR cancer cells via F/T-induced denaturation of MDR-associated proteins and/or membrane permeabilization. After a human MDR cancer cell line (NCI/ADR-RES) was exposed to several F/T conditions, its cellular drug uptake was quantified by a fluorescent calcein assay using calcein as a model drug. After F/T to -20 degrees C, the intracellular uptake of calcein increased by 70.1% (n=5, P=0.0004). It further increased to 118% as NCI/ADR-RES cells were frozen/thawed to -40 degrees C (n=3, P=0.009). These results support the hypothesis, and possible mechanisms of F/T-enhanced intracellular drug delivery were proposed and discussed.


Subject(s)
Antineoplastic Agents/administration & dosage , Antineoplastic Agents/pharmacokinetics , Drug Delivery Systems/methods , Drug Resistance, Multiple , Drug Resistance, Neoplasm , Freezing , Neoplasms/metabolism , Neoplasms/pathology , Cell Line, Tumor , Cell Survival/drug effects , Humans
8.
Cryobiology ; 57(1): 52-9, 2008 Aug.
Article in English | MEDLINE | ID: mdl-18588870

ABSTRACT

One of the major challenges in cryosurgery is to minimize incomplete cryodestruction near the edge of the iceball. In the present study, the feasibility and effectiveness of an amino acidic adjuvant, glycine was investigated to enhance the cryodestruction of MCF-7 human breast cancer cell at mild freezing/thawing conditions via eutectic solidification. The effects of glycine addition on the phase change characteristics of NaCl-water binary mixture were investigated with a differential scanning calorimeter and cryo-macro/microscope. The results confirmed that a NaCl-glycine-water mixture has two distinct eutectic phase change events - binary eutectic solidification of water-glycine, and ternary eutectic solidification of NaCl-glycine-water. In addition, its effects on the cryoinjury of MCF-7 cells were investigated by assessing the post-thaw cellular viability after a single freezing/thawing cycle with various eutectic solidification conditions due to different glycine concentrations, end temperatures and hold times. The viability of MCF-7 cells in isotonic saline supplemented with 10% or 20% glycine without freezing/thawing remained higher than 90% (n=9), indicating no apparent toxicity was induced by the addition of glycine. With 10% glycine supplement, the viability of the cells frozen to -8.5 degrees C decreased from 85.9+/-1.8% to 38.5+/-1.0% on the occurrence of binary eutectic solidification of glycine-water (n=3 for each group). With 20% glycine supplement, the viability of the cells frozen to -8.5 degrees C showed similar trends to those with 10% supplement. However, as the end temperature was lowered to -15 degrees C, the viability drastically decreased from 62.5+/-2.0% to 3.6+/-0.7% (n=3 for each group). The influences of eutectic kinetics such as nucleation temperature, hold time and method were less significant. These results imply that the binary eutectic solidification of water-glycine can augment the cryoinjury of MCF-7 cells, and the extent of the eutectic solidification is significant.


Subject(s)
Breast Neoplasms/surgery , Cryosurgery/methods , Glycine/pharmacology , Calorimetry, Differential Scanning , Cell Line, Tumor , Cryopreservation , Female , Freezing , Humans , Kinetics , Sodium Chloride/pharmacology
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