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1.
bioRxiv ; 2024 Apr 22.
Article in English | MEDLINE | ID: mdl-38712039

ABSTRACT

Neuroblastoma is a common pediatric cancer, where preclinical studies suggest that a mesenchymal-like gene expression program contributes to chemotherapy resistance. However, clinical outcomes remain poor, implying we need a better understanding of the relationship between patient tumor heterogeneity and preclinical models. Here, we generated single-cell RNA-seq maps of neuroblastoma cell lines, patient-derived xenograft models (PDX), and a genetically engineered mouse model (GEMM). We developed an unsupervised machine learning approach ('automatic consensus nonnegative matrix factorization' (acNMF)) to compare the gene expression programs found in preclinical models to a large cohort of patient tumors. We confirmed a weakly expressed, mesenchymal-like program in otherwise adrenergic cancer cells in some pre-treated high-risk patient tumors, but this appears distinct from the presumptive drug-resistance mesenchymal programs evident in cell lines. Surprisingly however, this weak-mesenchymal-like program was maintained in PDX and could be chemotherapy-induced in our GEMM after only 24 hours, suggesting an uncharacterized therapy-escape mechanism. Collectively, our findings improve the understanding of how neuroblastoma patient tumor heterogeneity is reflected in preclinical models, provides a comprehensive integrated resource, and a generalizable set of computational methodologies for the joint analysis of clinical and pre-clinical single-cell RNA-seq datasets.

2.
Article in English | MEDLINE | ID: mdl-34848384

ABSTRACT

BACKGROUND: The presence of a 22q11.2 microdeletion (22q11.2 deletion syndrome [22q11DS]) ranks among the greatest known genetic risk factors for the development of psychotic disorders. There is emerging evidence that the cerebellum is important in the pathophysiology of psychosis. However, there is currently limited information on cerebellar neuroanatomy in 22q11DS specifically. METHODS: High-resolution 3T magnetic resonance imaging was acquired in 79 individuals with 22q11DS and 70 typically developing control subjects (N = 149). Lobar and lobule-level cerebellar volumes were estimated using validated automated segmentation algorithms, and subsequently group differences were compared. Hierarchical clustering, principal component analysis, and graph theoretical models were used to explore intercerebellar relationships. Cerebrocerebellar structural connectivity with cortical thickness was examined via linear regression models. RESULTS: Individuals with 22q11DS had, on average, 17.3% smaller total cerebellar volumes relative to typically developing subjects (p < .0001). The lobules of the superior posterior cerebellum (e.g., VII and VIII) were particularly affected in 22q11DS. However, all cerebellar lobules were significantly smaller, even after adjusting for total brain volumes (all cerebellar lobules p < .0002). The superior posterior lobule was disproportionately associated with cortical thickness in the frontal lobes and cingulate cortex, brain regions known be affected in 22q11DS. Exploratory analyses suggested that the superior posterior lobule, particularly Crus I, may be associated with psychotic symptoms in 22q11DS. CONCLUSIONS: The cerebellum is a critical but understudied component of the 22q11DS neuroendophenotype.


Subject(s)
DiGeorge Syndrome , Psychotic Disorders , Humans , DiGeorge Syndrome/complications , Brain Mapping/methods , Psychotic Disorders/complications , Brain/pathology , Cerebellum/diagnostic imaging , Cerebellum/pathology
3.
Front Bioinform ; 2: 865443, 2022.
Article in English | MEDLINE | ID: mdl-36304320

ABSTRACT

Segmentation of mouse brain magnetic resonance images (MRI) based on anatomical and/or functional features is an important step towards morphogenetic brain structure characterization of murine models in neurobiological studies. State-of-the-art image segmentation methods register image volumes to standard presegmented templates or well-characterized highly detailed image atlases. Performance of these methods depends critically on the quality of skull-stripping, which is the digital removal of tissue signal exterior to the brain. This is, however, tedious to do manually and challenging to automate. Registration-based segmentation, in addition, performs poorly on small structures, low resolution images, weak signals, or faint boundaries, intrinsic to in vivo MRI scans. To address these issues, we developed an automated end-to-end pipeline called DeepBrainIPP (deep learning-based brain image processing pipeline) for 1) isolating brain volumes by stripping skull and tissue from T2w MRI images using an improved deep learning-based skull-stripping and data augmentation strategy, which enables segmentation of large brain regions by atlas or template registration, and 2) address segmentation of small brain structures, such as the paraflocculus, a small lobule of the cerebellum, for which DeepBrainIPP performs direct segmentation with a dedicated model, producing results superior to the skull-stripping/atlas-registration paradigm. We demonstrate our approach on data from both in vivo and ex vivo samples, using an in-house dataset of 172 images, expanded to 4,040 samples through data augmentation. Our skull stripping model produced an average Dice score of 0.96 and residual volume of 2.18%. This facilitated automatic registration of the skull-stripped brain to an atlas yielding an average cross-correlation of 0.98. For small brain structures, direct segmentation yielded an average Dice score of 0.89 and 5.32% residual volume error, well below the tolerance threshold for phenotype detection. Full pipeline execution is provided to non-expert users via a Web-based interface, which exposes analysis parameters, and is powered by a service that manages job submission, monitors job status and provides job history. Usability, reliability, and user experience of DeepBrainIPP was measured using the Customer Satisfaction Score (CSAT) and a modified PYTHEIA Scale, with a rating of excellent. DeepBrainIPP code, documentation and network weights are freely available to the research community.

4.
J Transl Med ; 20(1): 103, 2022 02 23.
Article in English | MEDLINE | ID: mdl-35197056

ABSTRACT

BACKGROUND: Pantothenate kinase (PANK) is the first and rate-controlling enzymatic step in the only pathway for cellular coenzyme A (CoA) biosynthesis. PANK-associated neurodegeneration (PKAN), formerly known as Hallervorden-Spatz disease, is a rare, life-threatening neurologic disorder that affects the CNS and arises from mutations in the human PANK2 gene. Pantazines, a class of small molecules containing the pantazine moiety, yield promising therapeutic effects in an animal model of brain CoA deficiency. A reliable technique to identify the neurometabolic effects of PANK dysfunction and to monitor therapeutic responses is needed. METHODS: We applied 1H magnetic resonance spectroscopy as a noninvasive technique to evaluate the therapeutic effects of the newly developed Pantazine BBP-671. RESULTS: 1H MRS reliably quantified changes in cerebral metabolites, including glutamate/glutamine, lactate, and N-acetyl aspartate in a neuronal Pank1 and Pank2 double-knockout (SynCre+ Pank1,2 dKO) mouse model of brain CoA deficiency. The neuronal SynCre+ Pank1,2 dKO mice had distinct decreases in Glx/tCr, NAA/tCr, and lactate/tCr ratios compared to the wildtype matched control mice that increased in response to BBP-671 treatment. CONCLUSIONS: BBP-671 treatment completely restored glutamate/glutamine levels in the brains of the mouse model, suggesting that these metabolites are promising clinically translatable biomarkers for future therapeutic trials.


Subject(s)
Coenzyme A , Pantothenate Kinase-Associated Neurodegeneration , Animals , Brain/pathology , Coenzyme A/metabolism , Disease Models, Animal , Mice , Pantothenate Kinase-Associated Neurodegeneration/genetics , Pantothenate Kinase-Associated Neurodegeneration/pathology , Phosphotransferases (Alcohol Group Acceptor)/metabolism , Proton Magnetic Resonance Spectroscopy
5.
Sci Rep ; 12(1): 30, 2022 01 07.
Article in English | MEDLINE | ID: mdl-34996933

ABSTRACT

Multiple myeloma (MM) is a cancer of bone marrow (BM) plasma cells, which is increasingly treatable but still incurable. In 90% of MM patients, severe osteolysis results from pathological interactions between MM cells and the bone microenvironment. Delineating specific molecules and pathways for their role in cancer supportive interactions in the BM is vital for developing new therapies. Very Late Antigen 4 (VLA4, integrin α4ß1) is a key player in cell-cell adhesion and signaling between MM and BM cells. We evaluated a VLA4 selective near infrared fluorescent probe, LLP2A-Cy5, for in vitro and in vivo optical imaging of VLA4. Furthermore, two VLA4-null murine 5TGM1 MM cell (KO) clones were generated by CRISPR/Cas9 knockout of the Itga4 (α4) subunit, which induced significant alterations in the transcriptome. In contrast to the VLA4+ 5TGM1 parental cells, C57Bl/KaLwRij immunocompetent syngeneic mice inoculated with the VLA4-null clones showed prolonged survival, reduced medullary disease, and increased extramedullary disease burden. The KO tumor foci showed significantly reduced uptake of LLP2A-Cy5, confirming in vivo specificity of this imaging agent. This work provides new insights into the pathogenic role of VLA4 in MM, and evaluates an optical tool to measure its expression in preclinical models.


Subject(s)
Integrin alpha4beta1/metabolism , Multiple Myeloma/metabolism , Animals , Bone Marrow/metabolism , Fluorescent Dyes/chemistry , Fluorescent Dyes/metabolism , Green Fluorescent Proteins/chemistry , Green Fluorescent Proteins/genetics , Green Fluorescent Proteins/metabolism , Humans , Integrin alpha4beta1/chemistry , Integrin alpha4beta1/genetics , Mice , Mice, Inbred C57BL , Mice, Knockout , Microscopy, Confocal , Multiple Myeloma/chemistry , Multiple Myeloma/genetics
6.
Sci Adv ; 7(47): eabj5405, 2021 Nov 19.
Article in English | MEDLINE | ID: mdl-34788094

ABSTRACT

Aberrant alternative pre-mRNA splicing plays a critical role in MYC-driven cancers and therefore may represent a therapeutic vulnerability. Here, we show that neuroblastoma, a MYC-driven cancer characterized by splicing dysregulation and spliceosomal dependency, requires the splicing factor RBM39 for survival. Indisulam, a "molecular glue" that selectively recruits RBM39 to the CRL4-DCAF15 E3 ubiquitin ligase for proteasomal degradation, is highly efficacious against neuroblastoma, leading to significant responses in multiple high-risk disease models, without overt toxicity. Genetic depletion or indisulam-mediated degradation of RBM39 induces significant genome-wide splicing anomalies and cell death. Mechanistically, the dependency on RBM39 and high-level expression of DCAF15 determine the exquisite sensitivity of neuroblastoma to indisulam. Our data indicate that targeting the dysregulated spliceosome by precisely inhibiting RBM39, a vulnerability in neuroblastoma, is a valid therapeutic strategy.

7.
Cancer Immunol Immunother ; 70(3): 721-732, 2021 Mar.
Article in English | MEDLINE | ID: mdl-32915319

ABSTRACT

Faithful tumor mouse models are fundamental research tools to advance the field of immuno-oncology (IO). This is particularly relevant in diseases with low incidence, as in the case of pediatric malignancies, that rely on pre-clinical therapeutic development. However, conventional syngeneic and genetically engineered mouse models fail to recapitulate the tumor heterogeneity and microenvironmental complexity of human pathology that are essential determinants of cancer-directed immunity. Here, we characterize a novel mouse model that supports human natural killer (NK) cell development and engraftment of neuroblastoma orthotopic patient-derived xenograft (O-PDX) for pre-clinical antibody and cytokine testing. Using cytotoxicity assays, single-cell RNA-sequencing, and multi-color flow cytometry, we demonstrate that NK cells that develop in the humanized mice are fully licensed to execute NK cell cytotoxicity, permit human tumor engraftment, but can be therapeutically redirected to induce antibody-dependent cell-mediated cytotoxicity (ADCC). Although these cells share phenotypic and molecular features with healthy controls, we noted that they lacked an NK cell subset, termed activated NK cells, that is characterized by differentially expressed genes that are induced by cytokine activation. Because this subset of genes is also downregulated in patients with neuroblastoma compared to healthy controls, we hypothesize that this finding could be due to tumor-mediated suppressive effects. Thus, despite its technical complexity, this humanized patient-derived xenograft mouse model could serve as a faithful system for future testing of IO applications and studies of underlying immunologic processes.


Subject(s)
Antibodies, Monoclonal, Humanized/pharmacology , Antineoplastic Agents, Immunological/pharmacology , Neuroblastoma/immunology , Animals , Antibody-Dependent Cell Cytotoxicity/immunology , Bone Marrow Transplantation , Case-Control Studies , Cell Line, Tumor , Combined Modality Therapy , Disease Models, Animal , Female , Humans , Killer Cells, Natural/immunology , Killer Cells, Natural/metabolism , Male , Mice , Neuroblastoma/drug therapy , Neuroblastoma/pathology , Treatment Outcome , Xenograft Model Antitumor Assays
8.
Nat Biomed Eng ; 4(3): 298-313, 2020 03.
Article in English | MEDLINE | ID: mdl-32165732

ABSTRACT

The heterogeneity and continuous genetic adaptation of tumours complicate their detection and treatment via the targeting of genetic mutations. However, hallmarks of cancer such as aberrant protein phosphorylation and calcium-mediated cell signalling provide broadly conserved molecular targets. Here, we show that, for a range of solid tumours, a cyclic octapeptide labelled with a near-infrared dye selectively binds to phosphorylated Annexin A2 (pANXA2), with high affinity at high levels of calcium. Because of cancer-cell-induced pANXA2 expression in tumour-associated stromal cells, the octapeptide preferentially binds to the invasive edges of tumours and then traffics within macrophages to the tumour's necrotic core. As proof-of-concept applications, we used the octapeptide to detect tumour xenografts and metastatic lesions, and to perform fluorescence-guided surgical tumour resection, in mice. Our findings suggest that high levels of pANXA2 in association with elevated calcium are present in the microenvironment of most solid cancers. The octapeptide might be broadly useful for selective tumour imaging and for delivering drugs to the edges and to the core of solid tumours.


Subject(s)
Annexin A2/metabolism , Calcium/metabolism , Diagnostic Imaging/methods , Neoplasms/diagnostic imaging , A549 Cells , Animals , Annexin A2/genetics , Apoptosis , Cell Line, Tumor , Disease Models, Animal , HEK293 Cells , Humans , Macrophages , Mice , Mice, Inbred BALB C , Mice, Inbred C57BL , Mice, Nude , Neoplasms/metabolism , Neoplasms/pathology , Pancreatic Neoplasms/diagnostic imaging , Phosphorylation , Proteomics , Stromal Cells , Transplantation, Heterologous
9.
Vet Pathol ; 57(3): 445-456, 2020 05.
Article in English | MEDLINE | ID: mdl-32202225

ABSTRACT

Pediatric patients receiving solid organ transplants may develop lymphoproliferative diseases, including graft-versus-host disease (GvHD) and posttransplant lymphoproliferative diseases (PTLDs). We characterized lesions in 11 clinically ill NOD.Cg-Prkdcscid Il2rgtm1Wjl/SzJ (NSG) mice that received pediatric-patient-derived solid tumors (PDXs) and developed immunodeficiency-associated lymphoproliferations comparable to GvHD and PTLDs over a period of 46 to 283 days after implantation. Lymphoproliferations were diffusely positive for human-specific biomarkers, including NUMA1, CD45, and CD43, but lacked immunoreactivity for murine CD45. Human immune cells were CD3-positive, with subsets having immunoreactivity for CD4 and CD8 as well as PAX5, CD79a, and IRF4, resulting from populations of human T and B cells present within the xenotransplants. Tissues and organs infiltrated included mucocutaneous zones (oral cavity and perigenital and perianal regions), haired skin, tongue, esophagus, forestomach, thyroid, salivary glands, lungs, liver, kidneys, spleen, lymph nodes, bone marrow, and brain. In 4 of 5 mice with PTLD, Epstein-Barr virus (EBV)-encoded small RNAs (EBERs) were detected by in situ hybridization in PAX5+ human B cells associated with the PDX (n = 1/4) or with engrafted human immune cells at other anatomic locations (n = 4/11). One of the 4 mice had an EBV-associated human large B-cell lymphoma. NSG mice receiving xenotransplants can develop combinations of GvHD, EBV-driven PTLD, and B-cell lymphoma similar to those occurring in human pediatric patients. Therefore, pediatric xenotransplants should undergo histopathologic and immunohistochemical assessment upon collection to ensure that the specimen is not a lymphoma and does not contain lymphoma cells because these neoplasms can morphologically mimic small round blue cell pediatric solid tumors.


Subject(s)
Epstein-Barr Virus Infections , Graft vs Host Disease/complications , Lymphoproliferative Disorders/pathology , Animals , B-Lymphocytes/metabolism , Biomarkers, Tumor/metabolism , Cell Cycle Proteins/metabolism , Epstein-Barr Virus Infections/complications , Epstein-Barr Virus Infections/pathology , Graft vs Host Disease/pathology , Heterografts/pathology , Humans , Leukocyte Common Antigens/metabolism , Leukosialin/metabolism , Lymphoma/metabolism , Lymphoproliferative Disorders/virology , Mice , Mice, Inbred NOD , Neoplasm Transplantation , T-Lymphocytes/metabolism , Transplantation, Heterologous/methods
10.
Clin Cancer Res ; 25(24): 7554-7564, 2019 12 15.
Article in English | MEDLINE | ID: mdl-31455682

ABSTRACT

PURPOSE: Immunotherapy with IL2, GM-CSF, and an anti-disialoganglioside (GD2) antibody significantly increases event-free survival in children with high-risk neuroblastoma. However, therapy failure in one third of these patients and IL2-related toxicities pose a major challenge. We compared the immunoadjuvant effects of IL15 with those of IL2 for enhancing antibody-dependent cell-mediated cytotoxicity (ADCC) in neuroblastoma. EXPERIMENTAL DESIGN: We tested ADCC against neuroblastoma patient-derived xenografts (PDX) in vitro and in vivo and examined the functional and migratory properties of NK cells activated with IL2 and IL15. RESULTS: In cell culture, IL15-activated NK cells induced higher ADCC against two GD+ neuroblastoma PDXs than did IL2-activated NK cells (P < 0.001). This effect was dose-dependent (P < 0.001) and was maintained across several effector-to-tumor ratios. As compared with IL2, IL15 also improved chemotaxis of NK cells, leading to higher numbers of tumorsphere-infiltrating NK cells in vitro (P = 0.002). In an orthotopic PDX model, animals receiving chemoimmunotherapy with an anti-GD2 antibody, GM-CSF, and a soluble IL15/IL15Rα complex had greater tumor regression than did those receiving chemotherapy alone (P = 0.012) or combined with anti-GD2 antibody and GM-CSF with (P = 0.016) or without IL2 (P = 0.035). This was most likely due to lower numbers of immature tumor-infiltrating NK cells (DX5+CD27+) after IL15/IL15Rα administration (P = 0.029) and transcriptional upregulation of Gzmd. CONCLUSIONS: The substitution of IL15 for IL2 leads to significant tumor regression in vitro and in vivo and supports clinical testing of IL15 for immunotherapy in pediatric neuroblastoma.


Subject(s)
Antibodies, Monoclonal/immunology , Antibody-Dependent Cell Cytotoxicity/immunology , Immunotherapy/methods , Interleukin-15/immunology , Killer Cells, Natural/immunology , Neuroblastoma/pathology , Animals , Antibodies, Monoclonal/administration & dosage , Child , Female , Gangliosides/immunology , Granulocyte-Macrophage Colony-Stimulating Factor/immunology , Humans , Interleukin-2/immunology , Neuroblastoma/immunology , Neuroblastoma/therapy , Xenograft Model Antitumor Assays
11.
Nanomedicine (Lond) ; 14(2): 169-182, 2019 01.
Article in English | MEDLINE | ID: mdl-30730790

ABSTRACT

AIM: CaCO3 nanoparticles (nano-CaCO3) can neutralize the acidic pHe of solid tumors, but the lack of intrinsic imaging signal precludes noninvasive monitoring of pH-perturbation in tumor microenvironment. We aim to develop a theranostic version of nano-CaCO3 to noninvasively monitor pH modulation and subsequent tumor response. MATERIALS & METHODS: We synthesized ferromagnetic core coated with CaCO3 (magnetite CaCO3). Magnetic resonance imaging (MRI) was used to determine the biodistribution and pH modulation using murine fibrosarcoma and breast cancer models. RESULTS: Magnetite CaCO3-MRI imaging showed that nano-CaCO3 rapidly raised tumor pHe, followed by excessive tumor-associated acid production after its clearance. Continuous nano-CaCO3 infusion could inhibit metastasis. CONCLUSION: Nano-CaCO3 exposure induces tumor metabolic reprogramming that could account for the failure of previous intermittent pH-modulation strategies to achieve sustainable therapeutic effect.


Subject(s)
Calcium Carbonate , Nanoparticles/chemistry , Neoplasm Metastasis/drug therapy , Tumor Microenvironment/drug effects , Animals , Breast Neoplasms/drug therapy , Breast Neoplasms/pathology , Calcium Carbonate/pharmacology , Cell Line, Tumor , Cell Survival/drug effects , Female , Fibrosarcoma/drug therapy , Fibrosarcoma/pathology , Humans , Male , Mice , Particle Size , Theranostic Nanomedicine
12.
Optica ; 5(4): 413-422, 2018.
Article in English | MEDLINE | ID: mdl-30465019

ABSTRACT

Image-guided surgery can enhance cancer treatment by decreasing, and ideally eliminating, positive tumor margins and iatrogenic damage to healthy tissue. Current state-of-the-art near-infrared fluorescence imaging systems are bulky and costly, lack sensitivity under surgical illumination, and lack co-registration accuracy between multimodal images. As a result, an overwhelming majority of physicians still rely on their unaided eyes and palpation as the primary sensing modalities for distinguishing cancerous from healthy tissue. Here we introduce an innovative design, comprising an artificial multispectral sensor inspired by the Morpho butterfly's compound eye, which can significantly improve image-guided surgery. By monolithically integrating spectral tapetal filters with photodetectors, we have realized a single-chip multispectral imager with 1000 × higher sensitivity and 7 × better spatial co-registration accuracy compared to clinical imaging systems in current use. Preclinical and clinical data demonstrate that this technology seamlessly integrates into the surgical workflow while providing surgeons with real-time information on the location of cancerous tissue and sentinel lymph nodes. Due to its low manufacturing cost, our bio-inspired sensor will provide resource-limited hospitals with much-needed technology to enable more accurate value-based health care.

13.
Theranostics ; 8(4): 1168-1179, 2018.
Article in English | MEDLINE | ID: mdl-29464007

ABSTRACT

Treatment of advanced heart failure with implantable LVADs is increasing, driven by profound unmet patient need despite potential serious complications: bleeding, infection, and thrombus. The experimental objective was to develop a sensitive imaging approach to assess early thrombus accumulation in LVADs under operational high flow and high shear rates. Methods: A monomeric bifunctional ligand with a fibrin-specific peptide, a short spacer, and 99mTc chelating amino acid sequence (F1A) was developed and compared to its tetrameric PEG analogue (F4A). Results:99mTc attenuation by LVAD titanium (1 mm) was 23%. 99mTc-F1A affinity to fibrin was Kd ~10 µM, whereas, the bound 99mTc-F4A probe was not displaced by F1A (120,000:1). Human plasma interfered with 99mTc-F1A binding to fibrin clot (p<0.05) in vitro, whereas, 99mTc-F4A targeting was unaffected. The pharmacokinetic half-life of 99mTc-F4A was 28% faster (124±41 min) than 99mTc-F1A (176±26 min) with both being bioeliminated through the urinary system with negligible liver or spleen biodistribution. In mice with carotid thrombus, 99mTc-F4A binding to the injured carotid was much greater (16.3±3.3 %ID/g, p=0.01) than that measured with an irrelevant negative control, 99mTc-I4A (3.4±1.6 %ID/g). In an LVAD mock flow-loop (1:1, PBS:human plasma:heparin) operating at maximal flow rate, 99mTc-F4A bound well to phantom clots in 2 min (p<0.05), whereas 99mTc-F1A had negligible targeting. Excised LVADs from patients undergoing pump exchange or heart transplant were rewired, studied in the mock flow loop, and found to have spatially variable fibrin accumulations in the inlet and outlet cannulas and bearings. Conclusions:99mTc-F4A is a high-avidity prototype probe for characterizing thrombus in LVADs that is anticipated to help optimize anticoagulation, reduce thromboembolic events, and minimize pump exchange.


Subject(s)
Fibrin/metabolism , Heart-Assist Devices/adverse effects , Recombinant Proteins/metabolism , Staining and Labeling/methods , Technetium/analysis , Technetium/metabolism , Thrombosis/diagnosis , Animals , Half-Life , Heart Failure/therapy , Humans , Mice , Protein Binding , Recombinant Proteins/pharmacokinetics
14.
J Nucl Med ; 59(2): 216-222, 2018 02.
Article in English | MEDLINE | ID: mdl-29025987

ABSTRACT

Multiple myeloma (MM) is a plasma B-cell hematologic cancer that causes significant skeletal morbidity. Despite improvements in survival, heterogeneity in response remains a major challenge in MM. Cluster of differentiation 38 (CD38) is a type II transmembrane glycoprotein overexpressed in myeloma cells and is implicated in MM cell signaling. Daratumumab is a U.S. Food and Drug Administration-approved high-affinity monoclonal antibody targeting CD38 that is clinically benefiting refractory MM patients. Here, we evaluated [89Zr]Zr-desferrioxamine (DFO)-daratumumab PET/CT imaging in MM tumor models. Methods: Daratumumab was conjugated to DFO-p-benzyl-isothiocyanate (DFO-Bz-NCS) for radiolabeling with 89Zr. Chelator conjugation was confirmed by electrospray ionization-mass spectrometry, and radiolabeling was monitored by instant thin-layer chromatography. Daratumumab was conjugated to Cyanine5 (Cy5) dye for cell microscopy. In vitro and in vivo evaluation of [89Zr]Zr-DFO-daratumumab was performed using CD38+ human myeloma MM1.S-luciferase (MM1.S) cells. Cellular studies determined the affinity, immunoreactivity, and specificity of [89Zr]Zr-DFO-daratumumab. A 5TGM1-luciferase (5TGM1)/KaLwRij MM mouse model served as control for imaging background noise. [89Zr]Zr-DFO-daratumumab PET/CT small-animal imaging was performed in severe combined immunodeficient mice bearing solid and disseminated MM tumors. Tissue biodistribution (7 d after tracer administration, 1.11 MBq/animal, n = 4-6/group) was performed in wild-type and MM1.S tumor-bearing mice. Results: A specific activity of 55.5 MBq/nmol (0.37 MBq/µg) was reproducibly obtained with [89Zr]Zr-daratumumab-DFO. Flow cytometry confirmed CD38 expression (>99%) on the surface of MM1.S cells. Confocal microscopy with daratumumab-Cy5 demonstrated specific cell binding. Dissociation constant, 3.3 nM (±0.58), and receptor density, 10.1 fmol/mg (±0.64), was obtained with a saturation binding assay. [89Zr]Zr-DFO-daratumumab/PET demonstrated specificity and sensitivity for detecting CD38+ myeloma tumors of variable sizes (8.5-128 mm3) with standardized uptake values ranging from 2.1 to 9.3. Discrete medullar lesions, confirmed by bioluminescence images, were efficiently imaged with [89Zr]Zr-DFO-daratumumab/PET. Biodistribution at 7 d after administration of [89Zr]Zr-DFO-daratumumab showed prominent tumor uptake (27.7 ± 7.6 percentage injected dose per gram). In vivo blocking was achieved with a 200-fold excess of unlabeled daratumumab. Conclusion: [89Zr]Zr-DFO- and Cy5-daratumumab demonstrated superb binding to CD38+ human MM cells and significantly low binding to CD38low cells. Daratumumab bioconjugates are being evaluated for image-guided delivery of therapeutic radionuclides.


Subject(s)
ADP-ribosyl Cyclase 1/metabolism , Antibodies, Monoclonal/chemistry , Multiple Myeloma/diagnostic imaging , Positron Emission Tomography Computed Tomography/methods , Radioisotopes , Zirconium , Animals , Antibodies, Monoclonal/pharmacokinetics , Cell Line, Tumor , Humans , Isotope Labeling , Mice , Multiple Myeloma/metabolism , Multiple Myeloma/pathology , Tissue Distribution
15.
Ann Surg Oncol ; 24(7): 1897-1903, 2017 Jul.
Article in English | MEDLINE | ID: mdl-28213790

ABSTRACT

BACKGROUND: The inability to visualize the patient and surgical site directly, limits the use of current near infrared fluorescence-guided surgery systems for real-time sentinel lymph node biopsy and tumor margin assessment. METHODS: We evaluated an optical see-through goggle augmented imaging and navigation system (GAINS) for near-infrared, fluorescence-guided surgery. Tumor-bearing mice injected with a near infrared cancer-targeting agent underwent fluorescence-guided, tumor resection. Female Yorkshire pigs received hind leg intradermal indocyanine green injection and underwent fluorescence-guided, popliteal lymph node resection. Four breast cancer patients received 99mTc-sulfur colloid and indocyanine green retroareolarly before undergoing sentinel lymph node biopsy using radioactive tracking and fluorescence imaging. Three other breast cancer patients received indocyanine green retroareolarly before undergoing standard-of-care partial mastectomy, followed by fluorescence imaging of resected tumor and tumor cavity for margin assessment. RESULTS: Using near-infrared fluorescence from the dyes, the optical see-through GAINS accurately identified all mouse tumors, pig lymphatics, and four pig popliteal lymph nodes with high signal-to-background ratio. In 4 human breast cancer patients, 11 sentinel lymph nodes were identified with a detection sensitivity of 86.67 ± 0.27% for radioactive tracking and 100% for GAINS. Tumor margin status was accurately predicted by GAINS in all three patients, including clear margins in patients 1 and 2 and positive margins in patient 3 as confirmed by paraffin-embedded section histopathology. CONCLUSIONS: The optical see-through GAINS prototype enhances near infrared fluorescence-guided surgery for sentinel lymph node biopsy and tumor margin assessment in breast cancer patients without disrupting the surgical workflow in the operating room.


Subject(s)
Breast Neoplasms/surgery , Eye Protective Devices , Fluorescence , Lymph Nodes/surgery , Surgery, Computer-Assisted/methods , Surgical Oncology , Adult , Aged , Animals , Breast Neoplasms/pathology , Female , Humans , Indocyanine Green , Lymph Node Excision , Lymph Nodes/pathology , Mice , Mice, Inbred BALB C , Mice, Nude , Middle Aged , Prognosis , Sentinel Lymph Node Biopsy , Swine
16.
Clin Cancer Res ; 23(2): 416-429, 2017 Jan 15.
Article in English | MEDLINE | ID: mdl-27486177

ABSTRACT

PURPOSE: We hypothesized that in multiple myeloma cells (MMC), high membrane biosynthesis will induce acetate uptake in vitro and in vivo Here, we studied acetate metabolism and targeting in MMC in vitro and tested the efficacy of 11C-acetate-positron emission tomography (PET) to detect and quantitatively image myeloma treatment response in vivo EXPERIMENTAL DESIGN: Acetate fate tracking using 13C-edited-1H NMR (nuclear magnetic resonance) was performed to study in vitro acetate uptake and metabolism in MMC. Effects of pharmacological modulation of acetate transport or acetate incorporation into lipids on MMC cell survival and viability were assessed. Preclinical mouse MM models of subcutaneous and bone tumors were evaluated using 11C-acetate-PET/CT imaging and tissue biodistribution. RESULTS: In vitro, NMR showed significant uptake of acetate by MMC and acetate incorporation into intracellular metabolites and membrane lipids. Inhibition of lipid synthesis and acetate transport was toxic to MMC, while sparing resident bone cells or normal B cells. In vivo, 11C-acetate uptake by PET imaging was significantly enhanced in subcutaneous and bone MMC tumors compared with unaffected bone or muscle tissue. Likewise, 11C-acetate uptake was significantly reduced in MM tumors after treatment. CONCLUSIONS: Uptake of acetate from the extracellular environment was enhanced in MMC and was critical to cellular viability. 11C-Acetate-PET detected the presence of myeloma cells in vivo, including uptake in intramedullary bone disease. 11C-Acetate-PET also detected response to therapy in vivo Our data suggested that acetate metabolism and incorporation into lipids was crucial to MM cell biology and that 11C-acetate-PET is a promising imaging modality for MM. Clin Cancer Res; 23(2); 416-29. ©2016 AACR.


Subject(s)
Acetates/metabolism , Bone Neoplasms/metabolism , Lipid Metabolism , Multiple Myeloma/diagnostic imaging , Acetates/isolation & purification , Animals , Bone Neoplasms/diagnostic imaging , Bone Neoplasms/pathology , Bone Neoplasms/secondary , Fluorodeoxyglucose F18/therapeutic use , Humans , Magnetic Resonance Imaging , Mice , Multiple Myeloma/metabolism , Multiple Myeloma/pathology , Positron Emission Tomography Computed Tomography , Radiopharmaceuticals/therapeutic use , Tissue Distribution
17.
Free Radic Biol Med ; 101: 85-92, 2016 12.
Article in English | MEDLINE | ID: mdl-27693326

ABSTRACT

Peripheral nerve injury evokes a complex cascade of chemical reactions including generation of molecular radicals. Conversely, the reactions within nerve induced by stress are difficult to directly detect or measure to establish causality. Monitoring these reactions in vivo would enable deeper understanding of the nature of the injury and healing processes. Here, we utilized near-infrared fluorescence molecular probes delivered via intra-neural injection technique to enable live, in vivo imaging of tissue response associated with nerve injury and stress. These initially quenched fluorescent probes featured specific sensitivity to hydroxyl radicals and become fluorescent upon encountering reactive oxygen species (ROS). Intraneurally delivered probes demonstrated rapid activation in injured rat sciatic nerve but minimal activation in normal, uninjured nerve. In addition, these probes reported activation within sciatic nerves of living rats after a stress caused by a pinprick stimulus to the abdomen. This imaging approach was more sensitive to detecting changes within nerves due to the induced stress than other techniques to evaluate cellular and molecular changes. Specifically, neither histological analysis of the sciatic nerves, nor the expression of pain and stress associated genes in dorsal root ganglia could provide statistically significant differences between the control and stressed groups. Overall, the results demonstrate a novel imaging approach to measure ROS in addition to the impact of ROS within nerve in live animals.


Subject(s)
Carbocyanines/chemistry , Fluorescent Dyes/chemistry , Hydroxyl Radical/analysis , Optical Imaging/methods , Peripheral Nerve Injuries/diagnosis , Animals , Carbocyanines/chemical synthesis , Fluorescent Dyes/chemical synthesis , Ganglia, Spinal/injuries , Ganglia, Spinal/metabolism , Hydroxyl Radical/metabolism , Injections, Intralesional , Male , Peripheral Nerve Injuries/metabolism , Rats , Rats, Sprague-Dawley , Sciatic Nerve/injuries , Sciatic Nerve/metabolism
18.
J Biomed Opt ; 21(8): 80502, 2016 08 01.
Article in English | MEDLINE | ID: mdl-27580364

ABSTRACT

Fluorescence imaging, in combination with tumor-avid near-infrared (NIR) fluorescent molecular probes, provides high specificity and sensitivity for cancer detection in preclinical animal models, and more recently, assistance during oncologic surgery. However, conventional camera-based fluorescence imaging techniques are heavily surface-weighted such that surface reflection from skin or other nontumor tissue and nonspecific fluorescence signals dominate, obscuring true cancer-specific signals and blurring tumor boundaries. To address this challenge, we applied structured illumination fluorescence molecular imaging (SIFMI) in live animals for automated subtraction of nonspecific surface signals to better delineate accumulation of an NIR fluorescent probe targeting α4ß1 integrin in mice bearing subcutaneous plasma cell xenografts. SIFMI demonstrated a fivefold improvement in tumor-to-background contrast when compared with other full-field fluorescence imaging methods and required significantly reduced scanning time compared with diffuse optical spectroscopy imaging. Furthermore, the spatial gradient mapping enhanced highlighting of tumor boundaries. Through the relatively simple hardware and software modifications described, SIFMI can be integrated with clinical fluorescence imaging systems, enhancing intraoperative tumor boundary delineation from the uninvolved tissue.


Subject(s)
Molecular Imaging , Neoplasms/diagnostic imaging , Animals , Fluorescent Dyes/metabolism , Male , Mice , Optical Imaging
19.
Methods Mol Biol ; 1444: 45-54, 2016.
Article in English | MEDLINE | ID: mdl-27283416

ABSTRACT

Inflammation is associated with many diseases, such as stroke, cancer, and atherosclerosis. Noninvasive in vivo monitoring of inflammation can provide deeper understanding of such diseases, which might help to develop better treatment. Inflammation normally causes neutrophils and macrophages to generate reactive oxygen species (ROS) as the destruction tool, which can be used as a biomarker for inflammation. Near-infrared (NIR) window is optimal for in vivo fluorescence imaging owing to the reduced autofluorescence and low attenuation of light in biological tissues. Among NIR fluorescent probes, activatable probes have the promise of achieving high imaging contrast. In this chapter, we describe the method for in vivo fluorescence imaging of inflammation using a ROS-activatable NIR probe.


Subject(s)
Fluorescent Dyes/chemistry , Inflammation/diagnostic imaging , Reactive Oxygen Species/metabolism , Animals , Fluorescent Dyes/chemical synthesis , Inflammation/metabolism , Male , Mice , Optical Imaging , Tomography, Optical
20.
Methods Mol Biol ; 1444: 55-66, 2016.
Article in English | MEDLINE | ID: mdl-27283417

ABSTRACT

Optical imaging of fluorescent reporters in animal models of cancer has become a common tool in oncologic research. Fluorescent reporters including fluorescent proteins, organic dyes, and inorganic photonic materials are used in fluorescence spectroscopy, microscopy, and whole body preclinical imaging. Fluorescence lifetime imaging provides additional, quantitative information beyond that of conventional fluorescence intensity signals, enabling signal multiplexing, background separation, and biological sensing unique to fluorescent materials.


Subject(s)
Fluorescent Dyes/chemistry , Molecular Imaging/instrumentation , Neoplasms, Experimental/diagnostic imaging , Animals , Cell Line, Tumor , Mice , Optical Imaging/instrumentation , Whole Body Imaging/instrumentation
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