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1.
Immunity ; 55(5): 862-878.e8, 2022 05 10.
Article in English | MEDLINE | ID: mdl-35508166

ABSTRACT

Macrophage colony stimulating factor-1 (CSF-1) plays a critical role in maintaining myeloid lineage cells. However, congenital global deficiency of CSF-1 (Csf1op/op) causes severe musculoskeletal defects that may indirectly affect hematopoiesis. Indeed, we show here that osteolineage-derived Csf1 prevented developmental abnormalities but had no effect on monopoiesis in adulthood. However, ubiquitous deletion of Csf1 conditionally in adulthood decreased monocyte survival, differentiation, and migration, independent of its effects on bone development. Bone histology revealed that monocytes reside near sinusoidal endothelial cells (ECs) and leptin receptor (Lepr)-expressing perivascular mesenchymal stromal cells (MSCs). Targeted deletion of Csf1 from sinusoidal ECs selectively reduced Ly6C- monocytes, whereas combined depletion of Csf1 from ECs and MSCs further decreased Ly6Chi cells. Moreover, EC-derived CSF-1 facilitated recovery of Ly6C- monocytes and protected mice from weight loss following induction of polymicrobial sepsis. Thus, monocytes are supported by distinct cellular sources of CSF-1 within a perivascular BM niche.


Subject(s)
Macrophage Colony-Stimulating Factor , Mesenchymal Stem Cells , Animals , Bone Marrow , Bone Marrow Cells , Endothelial Cells , Macrophage Colony-Stimulating Factor/pharmacology , Mice , Monocytes
2.
Lab Invest ; 104(5): 100341, 2024 May.
Article in English | MEDLINE | ID: mdl-38280634

ABSTRACT

Ki-67 is a nuclear protein associated with proliferation, and a strong potential biomarker in breast cancer, but is not routinely measured in current clinical management owing to a lack of standardization. Digital image analysis (DIA) is a promising technology that could allow high-throughput analysis and standardization. There is a dearth of data on the clinical reliability as well as intra- and interalgorithmic variability of different DIA methods. In this study, we scored and compared a set of breast cancer cases in which manually counted Ki-67 has already been demonstrated to have prognostic value (n = 278) to 5 DIA methods, namely Aperio ePathology (Lieca Biosystems), Definiens Tissue Studio (Definiens AG), Qupath, an unsupervised immunohistochemical color histogram algorithm, and a deep-learning pipeline piNET. The piNET system achieved high agreement (interclass correlation coefficient: 0.850) and correlation (R = 0.85) with the reference score. The Qupath algorithm exhibited a high degree of reproducibility among all rater instances (interclass correlation coefficient: 0.889). Although piNET performed well against absolute manual counts, none of the tested DIA methods classified common Ki-67 cutoffs with high agreement or reached the clinically relevant Cohen's κ of at least 0.8. The highest agreement achieved was a Cohen's κ statistic of 0.73 for cutoffs 20% and 25% by the piNET system. The main contributors to interalgorithmic variation and poor cutoff characterization included heterogeneous tumor biology, varying algorithm implementation, and setting assignments. It appears that image segmentation is the primary explanation for semiautomated intra-algorithmic variation, which involves significant manual intervention to correct. Automated pipelines, such as piNET, may be crucial in developing robust and reproducible unbiased DIA approaches to accurately quantify Ki-67 for clinical diagnosis in the future.


Subject(s)
Breast Neoplasms , Image Processing, Computer-Assisted , Ki-67 Antigen , Humans , Ki-67 Antigen/analysis , Ki-67 Antigen/metabolism , Breast Neoplasms/diagnostic imaging , Breast Neoplasms/pathology , Female , Reproducibility of Results , Image Processing, Computer-Assisted/methods , Biomarkers, Tumor/metabolism , Biomarkers, Tumor/analysis , Algorithms , Immunohistochemistry/methods
3.
Am J Transplant ; 24(4): 549-563, 2024 Apr.
Article in English | MEDLINE | ID: mdl-37979921

ABSTRACT

Kidney allograft inflammation, mostly attributed to rejection and infection, is an important cause of graft injury and loss. Standard histopathological assessment of allograft inflammation provides limited insights into biological processes and the immune landscape. Here, using imaging mass cytometry with a panel of 28 validated biomarkers, we explored the single-cell landscape of kidney allograft inflammation in 32 kidney transplant biopsies and 247 high-dimensional histopathology images of various phenotypes of allograft inflammation (antibody-mediated rejection, T cell-mediated rejection, BK nephropathy, and chronic pyelonephritis). Using novel analytical tools, for cell segmentation, we segmented over 900 000 cells and developed a tissue-based classifier using over 3000 manually annotated kidney microstructures (glomeruli, tubules, interstitium, and arteries). Using PhenoGraph, we identified 11 immune and 9 nonimmune clusters and found a high prevalence of memory T cell and macrophage-enriched immune populations across phenotypes. Additionally, we trained a machine learning classifier to identify spatial biomarkers that could discriminate between the different allograft inflammatory phenotypes. Further validation of imaging mass cytometry in larger cohorts and with more biomarkers will likely help interrogate kidney allograft inflammation in more depth than has been possible to date.


Subject(s)
Inflammation , Kidney , Humans , Kidney/pathology , Biomarkers , Inflammation/pathology , Allografts/pathology , Image Cytometry , Graft Rejection/diagnosis , Graft Rejection/etiology
4.
Anal Chem ; 93(10): 4408-4416, 2021 03 16.
Article in English | MEDLINE | ID: mdl-33651938

ABSTRACT

Spatially resolved ambient mass spectrometry imaging methods have gained popularity to characterize cancer sites and their borders using molecular changes in the lipidome. This utility, however, is predicated on metabolic homogeneity at the border, which would create a sharp molecular transition at the morphometric borders. We subjected murine models of human medulloblastoma brain cancer to mass spectrometry imaging, a technique that provides a direct readout of tissue molecular content in a spatially resolved manner. We discovered a distance-dependent gradient of cancer-like lipid molecule profiles in the brain tissue within 1.2 mm of the cancer border, suggesting that a cancer-like state progresses beyond the histologic border, into the healthy tissue. The results were further corroborated using orthogonal liquid chromatography and mass spectrometry (LC-MS) analysis of selected tissue regions subjected to laser capture microdissection. LC-MS/MS analysis for robust identification of the affected molecules implied changes in a number of different lipid classes, some of which are metabolized from the essential docosahexaenoic fatty acid (DHA) present in the interstitial fluid. Metabolic molecular borders are thus not as sharp as morphometric borders, and mass spectrometry imaging can reveal molecular nuances not observed with microscopy. Caution must be exercised in interpreting multimodal imaging results stipulated on a coincidental relationship between metabolic and morphometric borders of cancer, at least within animal models used in preclinical research.


Subject(s)
Neoplasms , Tandem Mass Spectrometry , Animals , Chromatography, Liquid , Humans , Laser Capture Microdissection , Mice , Microscopy
5.
Am J Physiol Endocrinol Metab ; 317(5): E760-E772, 2019 11 01.
Article in English | MEDLINE | ID: mdl-31310580

ABSTRACT

Adiponectin, a highly abundant polypeptide hormone in plasma, plays an important role in the regulation of energy metabolism in a wide variety of tissues, as well as providing important beneficial effects in diabetes, inflammation, and cardiovascular disease. To act on target tissues, adiponectin must move from the circulation to the interstitial space, suggesting that vascular permeability plays an important role in regulating adiponectin action. To test this hypothesis, fluorescently labeled adiponectin was used to monitor its biodistribution in mice with streptozotocin-induced diabetes (STZD). Adiponectin was, indeed, found to have increased sequestration in the highly fenestrated liver and other tissues within 90 min in STZD mice. In addition, increased myocardial adiponectin was detected and confirmed using computed tomography (CT) coregistration. This provided support of adiponectin delivery to affected cardiac tissue as a cardioprotective mechanism. Higher adiponectin content in the STZD heart tissues was further examined by ex vivo fluorescence molecular tomography (FMT) imaging, immunohistochemistry, and Western blot analysis. In vitro mechanistic studies using an endothelial monolayer on inserts and three-dimensional microvascular networks on microfluidic chips further confirmed that adiponectin flux was increased by high glucose. However, in the in vitro model and mouse heart tissue, high glucose levels did not change adiponectin receptor levels. An examination of the tight junction (TJ) complex revealed a decrease in the TJ protein claudin (CLDN)-7 in high glucose-treated endothelial cells, and the functional significance of this change was underscored by increased endothelium permeability upon siRNA-mediated knockdown of CLDN-7. Our data support the idea that glucose-induced effects on permeability of the vascular endothelium contribute to the actions of adiponectin by regulating its transendothelial movement from blood to the interstitial space. These observations are physiologically significant and critical when considering ways to harness the therapeutic potential of adiponectin for diabetes.


Subject(s)
Adiponectin/metabolism , Capillary Permeability , Diabetes Mellitus, Experimental/metabolism , Animals , Cell Line , Diabetes Mellitus, Experimental/pathology , Endothelial Cells/metabolism , Fluorescence , Gene Knockdown Techniques , Glucose/pharmacology , Humans , Liver/metabolism , Male , Mice , Mice, Inbred C57BL , Microcirculation , Myocardium/metabolism , Rats , Rats, Wistar , Tissue Distribution , Tomography/methods , Tomography, X-Ray Computed
6.
Bioconjug Chem ; 29(6): 2009-2020, 2018 06 20.
Article in English | MEDLINE | ID: mdl-29734804

ABSTRACT

Nanoparticles provide a unique opportunity to explore the benefits of selective distribution and release of cancer therapeutics at sites of disease through varying particle sizes and compositions that exploit the enhanced permeability of tumor-associated blood vessels. Though delivery of larger as opposed to smaller and/or actively transported molecules to the brain is prima facie a challenging endeavor, we wondered whether nanoparticles could improve the therapeutic index of existing drugs for use in treating brain tumors via these vascular effects. We therefore selected a family of nanoparticles composed of cabazitaxel-carboxymethyl cellulose amphiphilic polymers to investigate the potential for delivering a brain-penetrant taxane to intracranial brain tumors in mice. Among a small set of nanoparticle formulations, we found evidence for nanoparticle accumulation in the brain, and one such formulation demonstrated activity in an orthotopic model of glioma, suggesting that such nanoparticles could be useful for the treatment of glioma and brain metastases of other tumor types.


Subject(s)
Antineoplastic Agents/administration & dosage , Brain Neoplasms/drug therapy , Carboxymethylcellulose Sodium/chemistry , Nanoparticles/chemistry , Polyethylene Glycols/chemistry , Taxoids/administration & dosage , Animals , Antineoplastic Agents/pharmacokinetics , Antineoplastic Agents/therapeutic use , Brain/drug effects , Brain/metabolism , Brain Neoplasms/metabolism , Cell Line, Tumor , Drug Delivery Systems , Female , Humans , Mice , Mice, Inbred BALB C , Mice, Nude , Nanoparticles/ultrastructure , Taxoids/chemistry , Taxoids/pharmacokinetics , Taxoids/therapeutic use
7.
Anal Chem ; 88(24): 12099-12107, 2016 12 20.
Article in English | MEDLINE | ID: mdl-28193010

ABSTRACT

While mass spectrometry (MS) imaging is widely used to investigate the molecular composition of ex vivo slices of cancerous tumors, little is known about how variations in the cellular properties of cancer tissue can influence cancer biomarker ion images. To better understand the basis for variations in the abundances of cancer biomarker ions seen in MS images of relatively homogeneous ex vivo tumor samples, sections of snap frozen human breast cancer murine xenografts were subjected to desorption electrospray ionization mass spectrometry (DESI-MS) imaging. Serial sections were then stained with hematoxylin and eosin (H&E) and subjected to detailed morphometric cellular analysis, using a commercial digital pathology platform augmented with custom-tailored image analysis algorithms developed in-house. Gross morphological heterogeneities due to stroma, vasculature, and noncancer cells were mapped in the tumor and found to not correlate with the areas of suppressed cancer biomarker abundance. Instead, the ion abundances of major breast cancer biomarkers were found to correlate with the cytoplasmic area of cancer cells that comprised the tumor tissue. Therefore, detailed cellular analyses can be used to rationalize subtle heterogeneities in ion abundance in MS images, not explained by the presence of gross morphological heterogeneities such as stroma.


Subject(s)
Biomarkers, Tumor/analysis , Breast Neoplasms/pathology , Lipids/analysis , Spectrometry, Mass, Electrospray Ionization , Algorithms , Animals , Breast Neoplasms/metabolism , Cell Line, Tumor , Female , Humans , Ions/chemistry , Mice , Mice, SCID , Transplantation, Heterologous
8.
Angew Chem Int Ed Engl ; 55(42): 13159-13163, 2016 10 10.
Article in English | MEDLINE | ID: mdl-27709819

ABSTRACT

Changes in the oxygenation state of microenvironments within solid tumors are associated with the development of aggressive cancer phenotypes. Factors that influence cellular hypoxia have been characterized; however, methods for measuring the dynamics of oxygenation at a cellular level in vivo have been elusive. We report a series of tellurium-containing isotopologous probes for cellular hypoxia compatible with mass cytometry (MC)-technology that allows for highly parametric interrogation of single cells based on atomic mass spectrometry. Sequential labeling with the isotopologous probes (SLIP) in pancreatic tumor xenograft models revealed changes in cellular oxygenation over time which correlated with the distance from vasculature, the proliferation of cell populations, and proximity to necrosis. SLIP allows for capture of spatial and temporal dynamics in vivo using enzyme activated probes.


Subject(s)
Cell Hypoxia , Molecular Probes/chemistry , Organometallic Compounds/chemistry , Tellurium/chemistry , Animals , Cell Line, Tumor , Humans , Mice , Molecular Probes/chemical synthesis , Molecular Probes/pharmacokinetics , Neoplasms, Experimental/metabolism , Organometallic Compounds/chemical synthesis , Organometallic Compounds/pharmacokinetics , Tellurium/pharmacokinetics , Tissue Distribution
9.
Cancers (Basel) ; 16(5)2024 Feb 20.
Article in English | MEDLINE | ID: mdl-38473208

ABSTRACT

Most platforms used for the molecular reconstruction of the tumor-immune microenvironment (TIME) of a solid tumor fail to explore the spatial context of the three-dimensional (3D) space of the tumor at a single-cell resolution, and thus lack information about cell-cell or cell-extracellular matrix (ECM) interactions. To address this issue, a pipeline which integrated multiplex spatially resolved multi-omics platforms was developed to identify crosstalk signaling networks among various cell types and the ECM in the 3D TIME of two FFPE (formalin-fixed paraffin embedded) gynecologic tumor samples. These platforms include non-targeted mass spectrometry imaging (glycans, metabolites, and peptides) and Stereo-seq (spatial transcriptomics) and targeted seqIF (IHC proteomics). The spatially resolved imaging data in a two- and three-dimensional space demonstrated various cellular neighborhoods in both samples. The collection of spatially resolved analytes in a voxel (3D pixel) across serial sections of the tissue was also demonstrated. Data collected from this analytical pipeline were used to construct spatial 3D maps with single-cell resolution, which revealed cell identity, activation, and energized status. These maps will provide not only insights into the molecular basis of spatial cell heterogeneity in the TIME, but also novel predictive biomarkers and therapeutic targets, which can improve patient survival rates.

10.
J Clin Invest ; 134(9)2024 Mar 26.
Article in English | MEDLINE | ID: mdl-38530366

ABSTRACT

Aberrant expression of the E26 transformation-specific (ETS) transcription factors characterizes numerous human malignancies. Many of these proteins, including EWS:FLI1 and EWS:ERG fusions in Ewing sarcoma (EwS) and TMPRSS2:ERG in prostate cancer (PCa), drive oncogenic programs via binding to GGAA repeats. We report here that both EWS:FLI1 and ERG bind and transcriptionally activate GGAA-rich pericentromeric heterochromatin. The respective pathogen-like HSAT2 and HSAT3 RNAs, together with LINE, SINE, ERV, and other repeat transcripts, are expressed in EwS and PCa tumors, secreted in extracellular vesicles (EVs), and are highly elevated in plasma of patients with EwS with metastatic disease. High human satellite 2 and 3 (HSAT2,3) levels in EWS:FLI1- or ERG-expressing cells and tumors were associated with induction of G2/M checkpoint, mitotic spindle, and DNA damage programs. These programs were also activated in EwS EV-treated fibroblasts, coincident with accumulation of HSAT2,3 RNAs, proinflammatory responses, mitotic defects, and senescence. Mechanistically, HSAT2,3-enriched cancer EVs induced cGAS-TBK1 innate immune signaling and formation of cytosolic granules positive for double-strand RNAs, RNA-DNA, and cGAS. Hence, aberrantly expressed ETS proteins derepress pericentromeric heterochromatin, yielding pathogenic RNAs that transmit genotoxic stress and inflammation to local and distant sites. Monitoring HSAT2,3 plasma levels and preventing their dissemination may thus improve therapeutic strategies and blood-based diagnostics.


Subject(s)
DNA Damage , Extracellular Vesicles , Oncogene Proteins, Fusion , Proto-Oncogene Protein c-fli-1 , RNA-Binding Protein EWS , Transcriptional Regulator ERG , Humans , Extracellular Vesicles/metabolism , Extracellular Vesicles/genetics , Oncogene Proteins, Fusion/genetics , Oncogene Proteins, Fusion/metabolism , Transcriptional Regulator ERG/genetics , Transcriptional Regulator ERG/metabolism , Male , RNA-Binding Protein EWS/genetics , RNA-Binding Protein EWS/metabolism , Proto-Oncogene Protein c-fli-1/genetics , Proto-Oncogene Protein c-fli-1/metabolism , Sarcoma, Ewing/genetics , Sarcoma, Ewing/pathology , Sarcoma, Ewing/metabolism , Sarcoma, Ewing/immunology , Cell Line, Tumor , RNA, Neoplasm/genetics , RNA, Neoplasm/metabolism , Inflammation/genetics , Inflammation/metabolism , Inflammation/pathology , Prostatic Neoplasms/genetics , Prostatic Neoplasms/pathology , Prostatic Neoplasms/metabolism , Mice , Animals , Heterochromatin/metabolism , Heterochromatin/genetics
11.
Kidney Int Rep ; 8(3): 628-641, 2023 Mar.
Article in English | MEDLINE | ID: mdl-36938084

ABSTRACT

Introduction: Immune checkpoint inhibitors (ICIs) induce impressive antitumor responses but may lead to acute kidney injury (AKI) associated with ICI therapy (AKI-ICI). Biomarkers distinguishing AKI-ICI from AKI because of other causes (AKI-other) are currently lacking. Because ICIs block immunoregulatory pathways, we hypothesized that biomarkers related to immune cell dysregulation, including tumor necrosis factor alpha (TNF-α) and other markers of B and T cell activation in the systemic circulation and kidney tissue, may aid with the diagnosis of AKI-ICI. Methods: This is a prospective study consisting of 24 participants who presented with AKI during ICI therapy, adjudicated to either have AKI-ICI (n = 14) or AKI-other (n = 10). We compared markers of kidney inflammation and injury (neutrophil gelatinase-associated lipocalin, kidney injury molecule-1) as well as plasma and urine levels of T cell-associated cytokines (TNF-α, interferon-γ, interleukin (IL)-2, IL-4, IL-6, IL-8, IL-9, and IL-10) between groups. We also compared T-cell responses in the systemic circulation and in kidney tissue across groups, using mass cytometry systems. Results: We observed increase in several specific immune cells, including CD4 memory, T helper cells, and dendritic cells in the kidney tissue, as well as in the urine cytokines IL-2, IL-10, and TNF-α, in patients who developed AKI-ICI compared to patients with AKI-other (P < 0.05 for all). The discriminatory ability of TNF-α on AKI cause was strong (area under the curve = 0.814, 95% confidence interval: 0.623-1.00. The CD4+ T cells with memory phenotype formed the dominant subset. Conclusion: These results suggest that specific T-cell responses and their respective cytokines may be indicative of AKI associated with ICI therapy and may help to differentiate AKI-ICI from AKI-other. Urine TNF-α is a promising biomarker for AKI-ICI, which is most often caused by acute interstitial nephritis (AIN), and TNF-α pathway may serve as a potential target for therapeutic intervention.

12.
Nat Methods ; 6(2): 143-5, 2009 Feb.
Article in English | MEDLINE | ID: mdl-19151720

ABSTRACT

Here we integrated multiphoton laser scanning microscopy and the registration of second harmonic generation images of collagen fibers to overcome difficulties in tracking stromal cell-matrix interactions for several days in live mice. We show that the matrix-modifying hormone relaxin increased tumor-associated fibroblast (TAF) interaction with collagen fibers by stimulating beta1-integrin activity, which is necessary for fiber remodeling by matrix metalloproteinases.


Subject(s)
Collagen/metabolism , Extracellular Matrix/pathology , Microscopy, Confocal/methods , Soft Tissue Neoplasms/pathology , Animals , Cell Line, Tumor , Cell Movement/physiology , Extracellular Matrix/metabolism , Fibroblasts , Humans , Image Enhancement/methods , Integrin beta Chains/metabolism , Mice , Mice, Transgenic , Relaxin/pharmacology , Soft Tissue Neoplasms/metabolism , Stromal Cells/metabolism , Stromal Cells/pathology
13.
J Pathol Inform ; 13: 100011, 2022.
Article in English | MEDLINE | ID: mdl-35242448

ABSTRACT

The diagnosis of plasma cell neoplasms requires accurate, and ideally precise, percentages. This plasma cell percentage is often determined by visual estimation of CD138-stained bone marrow biopsies and clot sections. While not necessarily inaccurate, estimates are by definition imprecise. For this study, we hypothesized that deep learning can be used to improve precision. We trained a semantic segmentation-based convolutional neural network (CNN) using annotations of CD138+ and CD138- cells provided by one pathologist on small image patches of bone marrow and validated the CNN on an independent test set of image patches using annotations from two pathologists and a non-deep learning commercial software. On validation, we found that the intraclass correlation coefficients for plasma cell percentages between the CNN and pathologist #1, a non-deep learning commercial software and pathologist #1, and pathologists #1 and #2 were 0.975, 0.892, and 0.994, respectively. The overall results show that CNN labels were almost as accurate as pathologist labels at a cell-by-cell level. Once satisfied with performance, we scaled-up the CNN to evaluate whole slide images (WSIs), and deployed the system as a workflow friendly web application to measure plasma cell percentages using snapshots taken from microscope cameras.

14.
Appl Immunohistochem Mol Morphol ; 30(7): 486-492, 2022 08 01.
Article in English | MEDLINE | ID: mdl-35587994

ABSTRACT

The T-lymphocyte-mediated inflammation in Crohn's disease can be assessed by quantifying CD3-positive T-lymphocyte counts in colonic sections. We developed and validated a process to reliably quantify immunohistochemical marker-positive cells in a high-throughput setting using whole slide images (WSIs) of CD3-immunostained colonic and ileal tissue sections. In regions of interest (ROIs) and/or whole tissue sections of 40 WSIs from 36 patients with Crohn's disease, CD3-positive cells were quantified by an expert gastrointestinal pathologist (gold standard) and by image analysis algorithms developed with software from 3 independent vendors. Semiautomated quantification of CD3-positive cell counts estimated in 1 ROI per section were accurate when compared with manual analysis (Pearson correlation coefficient, 0.877 to 0.925). Biological variability was acceptable in digitally determined CD3-positive cell measures between 2 to 5 ROIs annotated on the same tissue section (coefficient of variation <25%). Results from computer-aided analysis of CD3-positive T lymphocytes in a whole tissue section and the average of results from 2 to 5 ROIs per tissue section lacked reliability (overestimation or underestimation and systematic bias), suggesting that absolute quantification of CD3-positive T lymphocytes in a whole tissue section may be more accurate. Semiautomated image analysis in WSIs demonstrated reproducible CD3-positive cell measures across 3 independent algorithms. A computer-aided digital image analysis method was developed and validated to quantify CD3-positive T lymphocytes in colonic and ileal biopsy sections from patients with Crohn's disease. Results support consideration of this digital analysis method for use in future Crohn's disease clinical studies.


Subject(s)
Crohn Disease , T-Lymphocytes , Biopsy , Crohn Disease/pathology , Humans , Image Processing, Computer-Assisted/methods , Reproducibility of Results , T-Lymphocytes/pathology
15.
Front Oncol ; 12: 926497, 2022.
Article in English | MEDLINE | ID: mdl-35978831

ABSTRACT

Background: Tumor hypoxia is theorized to contribute to the aggressive biology of pancreatic ductal adenocarcinoma (PDAC). We previously reported that hypoxia correlated with rapid tumor growth and metastasis in patient-derived xenografts. Anticipating a prognostic relevance of hypoxia in patient tumors, we developed protocols for automated semi-quantitative image analysis to provide an objective, observer-independent measure of hypoxia. We further validated this method which can reproducibly estimate pimonidazole-detectable hypoxia in a high-through put manner. Methods: We studied the performance of three automated image analysis platforms in scoring pimonidazole-detectable hypoxia in resected PDAC (n = 10) in a cohort of patients enrolled in PIMO-PANC. Multiple stained tumor sections were analyzed on three independent image-analysis platforms, Aperio Genie (AG), Definiens Tissue Studio (TS), and Definiens Developer (DD), which comprised of a customized rule set. Results: The output from Aperio Genie (AG) had good concordance with manual scoring, but the workflow was resource-intensive and not suited for high-throughput analysis. TS analysis had high levels of variability related to misclassification of cells class, while the customized rule set of DD had a high level of reliability with an intraclass coefficient of more than 85%. Discussion: This work demonstrates the feasibility of developing a robust, high-performance pipeline for an automated, quantitative scoring of pimonidazole-detectable hypoxia in patient tumors.

16.
J Biol Chem ; 285(32): 24487-93, 2010 Aug 06.
Article in English | MEDLINE | ID: mdl-20516072

ABSTRACT

Tissue inhibitor of metalloproteinases 4 (TIMP4) is expressed highly in heart and found dysregulated in human cardiovascular diseases. It controls extracellular matrix remodeling by inhibiting matrix metalloproteinases (MMPs) and is implicated in processes including cell proliferation, apoptosis, and angiogenesis. Timp4-deficient mice (Timp4(-/-)) were generated to assess TIMP4 function in normal development and in models of heart disease. We deleted exons 1-3 of the Timp4 gene by homologous recombination. Timp4(-/-) mice are born healthy, develop normally, and produce litters of normal size and gender distribution. These mice show no compensation by overexpression of Timp1, Timp2, or Timp3 in the heart. Following cardiac pressure overload by aortic banding, Timp4(-/-) mice have comparable survival rate, cardiac histology, and cardiac function to controls. In this case, Timp4 deficiency is compensated by increased cardiac Timp2 expression. Strikingly, the induction of myocardial infarction (MI) leads to significantly increased mortality in Timp4(-/-) mice primarily due to left ventricular rupture. The post-MI mortality of Timp4(-/-) mice is reduced by administration of a synthetic MMP inhibitor. Furthermore, combining the genetic deletion of Mmp2 also rescues the higher post-MI mortality of Timp4(-/-) mice. Finally, Timp4(-/-) mice suffer reduced cardiac function at 20 months of age. Timp4 is not essential for murine development, although its loss moderately compromises cardiac function with aging. Timp4(-/-) mice are more susceptible to MI but not to pressure overload, and TIMP4 functions in its capacity as a metalloproteinase inhibitor after myocardial infarction.


Subject(s)
Gene Deletion , Gene Expression Regulation, Enzymologic , Myocardial Infarction/genetics , Tissue Inhibitor of Metalloproteinases/genetics , Tissue Inhibitor of Metalloproteinases/physiology , Animals , Blood Pressure , Heart/physiology , Hypertrophy , Male , Mice , Mice, Inbred C57BL , Mice, Knockout , Mice, Transgenic , Recombination, Genetic , Time Factors , Tissue Inhibitor of Metalloproteinase-4
17.
Nat Med ; 9(6): 796-800, 2003 Jun.
Article in English | MEDLINE | ID: mdl-12754503

ABSTRACT

The content and structure of collagen is essential in governing the delivery of therapeutic molecules in tumors. Thus, simple histological staining of tumor tissue biopsies for collagen could be used to assess the accessibility of molecular therapeutics in tumors. Here we show that it is possible to optically image fibrillar collagen in tumors growing in mice using second-harmonic generation (SHG). Using this noninvasive technique, we estimated relative diffusive hindrance, quantified the dynamics of collagen modification after pharmacologic intervention and provided mechanistic insight into improved diffusive transport induced by the hormone relaxin. This technology could offer basic scientists and clinicians an enhanced ability to estimate the relative penetrabilities of molecular therapeutics.


Subject(s)
Fibrillar Collagens/metabolism , Microscopy, Confocal/methods , Neoplasms/metabolism , Neoplasms/pathology , Animals , Collagenases/metabolism , Elastin/metabolism , Fibrillar Collagens/chemistry , Humans , Mice , Neoplasm Transplantation , Relaxin/metabolism , Tumor Cells, Cultured
18.
Nat Med ; 10(2): 203-7, 2004 Feb.
Article in English | MEDLINE | ID: mdl-14716306

ABSTRACT

Transport parameters determine the access of drugs to tumors. However, technical difficulties preclude the measurement of these parameters deep inside living tissues. To this end, we adapted and further optimized two-photon fluorescence correlation microscopy (TPFCM) for in vivo measurement of transport parameters in tumors. TPFCM extends the detectable range of diffusion coefficients in tumors by one order of magnitude, and reveals both a fast and a slow component of diffusion. The ratio of these two components depends on molecular size and can be altered in vivo with hyaluronidase and collagenase. These studies indicate that TPFCM is a promising tool to dissect the barriers to drug delivery in tumors.


Subject(s)
Microscopy, Fluorescence/methods , Neoplasms/metabolism , Animals , Biological Transport , Diffusion , Extracellular Matrix/chemistry , Extracellular Matrix/metabolism , Fluorescent Dyes/metabolism , Humans , Mice , Neoplasms/pathology
19.
Commun Biol ; 4(1): 914, 2021 07 26.
Article in English | MEDLINE | ID: mdl-34312483

ABSTRACT

Malignant pleural mesothelioma (MPM) is an aggressive neoplasm originating from the pleura. Non-epithelioid (biphasic and sarcomatoid) MPM are particularly resistant to therapy. We investigated the role of the GITR-GITRL pathway in mediating the resistance to therapy. We found that GITR and GITRL expressions were higher in the sarcomatoid cell line (CRL5946) than in non-sarcomatoid cell lines (CRL5915 and CRL5820), and that cisplatin and Cs-137 irradiation increased GITR and GITRL expressions on tumor cells. Transcriptome analysis demonstrated that the GITR-GITRL pathway was promoting tumor growth and inhibiting cell apoptosis. Furthermore, GITR+ and GITRL+ cells demonstrated increased spheroid formation in vitro and in vivo. Using patient derived xenografts (PDXs), we demonstrated that anti-GITR neutralizing antibodies attenuated tumor growth in sarcomatoid PDX mice. Tumor immunostaining demonstrated higher levels of GITR and GITRL expressions in non-epithelioid compared to epithelioid tumors. Among 73 patients uniformly treated with accelerated radiation therapy followed by surgery, the intensity of GITR expression after radiation negatively correlated with survival in non-epithelioid MPM patients. In conclusion, the GITR-GITRL pathway is an important mechanism of autocrine proliferation in sarcomatoid mesothelioma, associated with tumor stemness and resistance to therapy. Blocking the GITR-GITRL pathway could be a new therapeutic target for non-epithelioid mesothelioma.


Subject(s)
Antineoplastic Agents/pharmacology , Cesium Radioisotopes/pharmacology , Cisplatin/pharmacology , Gene Expression Regulation, Neoplastic , Glucocorticoid-Induced TNFR-Related Protein/genetics , Mesothelioma, Malignant/genetics , Tumor Necrosis Factors/genetics , Animals , Cell Line, Tumor , Female , Glucocorticoid-Induced TNFR-Related Protein/metabolism , Humans , Mesothelioma, Malignant/therapy , Mice , Mice, Inbred NOD , Mice, SCID , Tumor Necrosis Factors/metabolism
20.
Cancer Res ; 81(24): 6196-6206, 2021 12 15.
Article in English | MEDLINE | ID: mdl-34711609

ABSTRACT

Tumor cells that preferentially enter circulation include the precursors of metastatic cancer. Previously, we characterized circulating tumor cells (CTC) from patients with breast cancer and identified a signature of genomic regions with recurrent copy-number gains. Through FISH, we now show that these CTC-associated regions are detected within the matched untreated primary tumors of these patients (21% to 69%, median 55.5%, n = 19). Furthermore, they are more prevalent in the metastases of patients who died from breast cancer after multiple rounds of treatment (70% to 100%, median 93%, samples n = 41). Diversity indices revealed that higher spatial heterogeneity for these regions within primary tumors is associated with increased dissemination and metastasis. An identified subclone with multiple regions gained (MRG clone) was enriched in a posttreatment primary breast carcinoma as well as multiple metastatic tumors and local breast recurrences obtained at autopsy, indicative of a distinct early subclone with the capability to resist multiple lines of treatment and eventually cause death. In addition, multiplex immunofluorescence revealed that tumor heterogeneity is significantly associated with the degree of infiltration of B lymphocytes in triple-negative breast cancer, a subtype with a large immune component. Collectively, these data reveal the functional potential of genetic subclones that comprise heterogeneous primary breast carcinomas and are selected for in CTCs and posttreatment breast cancer metastases. In addition, they uncover a relationship between tumor heterogeneity and host immune response in the tumor microenvironment. SIGNIFICANCE: As breast cancers progress, they become more heterogeneous for multiple regions amplified in circulating tumor cells, and intratumoral spatial heterogeneity is associated with the immune landscape.


Subject(s)
Biomarkers, Tumor/genetics , Immunity , Lung Neoplasms/immunology , Lymphocytes, Tumor-Infiltrating/immunology , Neoplasm Recurrence, Local/immunology , Neoplastic Cells, Circulating/pathology , Triple Negative Breast Neoplasms/immunology , Adult , Aged , Aged, 80 and over , Combined Modality Therapy , Female , Follow-Up Studies , Gene Expression Regulation, Neoplastic , Humans , Lung Neoplasms/genetics , Lung Neoplasms/secondary , Lung Neoplasms/therapy , Male , Middle Aged , Neoplasm Recurrence, Local/genetics , Neoplasm Recurrence, Local/pathology , Neoplasm Recurrence, Local/therapy , Prognosis , Prospective Studies , Survival Rate , Triple Negative Breast Neoplasms/genetics , Triple Negative Breast Neoplasms/pathology , Triple Negative Breast Neoplasms/therapy , Tumor Cells, Cultured , Tumor Microenvironment
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