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1.
PLoS One ; 12(3): e0174281, 2017.
Article in English | MEDLINE | ID: mdl-28333964

ABSTRACT

Secreted frizzled related protein 2 (SFRP2) is a tumor endothelial marker expressed in angiosarcoma. Previously, we showed ultrasound molecular imaging with SFRP2-targeted contrast increased average video pixel intensity (VI) of angiosarcoma vessels by 2.2 ± 0.6 VI versus streptavidin contrast. We hypothesized that redesigning our contrast agents would increase imaging performance. Improved molecular imaging reagents were created by combining NeutrAvidin™-functionalized microbubbles with biotinylated SFRP2 or IgY control antibodies. When angiosarcoma tumors in nude mice reached 8 mm, time-intensity, antibody loading, and microbubble dose experiments optimized molecular imaging. 10 minutes after injection, the control-subtracted time-intensity curve (TIC) for SFRP2-targeted contrast reached a maximum, after subtracting the contribution of free-flowing contrast. SFRP2 antibody-targeted VI was greater when contrast was formulated with 10-fold molar excess of maleimide-activated NeutrAvidin™ versus 3-fold (4.5 ± 0.18 vs. 0.32 ± 0.15, VI ± SEM, 5 x 106 dose, p < 0.001). Tumor vasculature returned greater average video pixel intensity using 5 x 107 versus 5 x 106 microbubbles (21.2 ± 2.5 vs. 4.5 ± 0.18, p = 0.0011). Specificity for tumor vasculature was confirmed by low VI for SFRP2-targeted, and control contrast in peri-tumoral vasculature (3.2 ± 0.52 vs. 1.6 ± 0.71, p = 0.92). After optimization, average video pixel intensity of tumor vasculature was 14.2 ± 3.0 VI units higher with SFRP2-targeted contrast versus IgY-targeted control (22.1 ± 2.5 vs. 7.9 ± 1.6, p < 0.001). After log decompression, 14.2 ΔVI was equal to ~70% higher signal, in arbitray acoustic units (AU), for SFRP2 versus IgY. This provided ~18- fold higher acoustic signal enhancement than provided previously by 2.2 ΔVI. Basing our targeted contrast on NeutrAvidin™-functionalized microbubbles, using IgY antibodies for our control contrast, and optimizing our imaging protocol significantly increased the SFRP2-specific signal returned from angiosarcoma vasculature, and may provide new opportunities for targeted molecular imaging.


Subject(s)
Hemangiosarcoma/metabolism , Membrane Proteins/ultrastructure , Molecular Imaging/methods , Ultrasonography/methods , Animals , Avidin/metabolism , Biomarkers, Tumor/metabolism , Cell Line, Tumor , Contrast Media/metabolism , Humans , Membrane Proteins/metabolism , Mice, Nude , Microbubbles , Neoplasm Transplantation
2.
J Clin Oncol ; 31(17): 2152-9, 2013 Jun 10.
Article in English | MEDLINE | ID: mdl-23650429

ABSTRACT

PURPOSE: Adoptive cell therapy (ACT) with autologous tumor-infiltrating lymphocytes (TILs) and high-dose interleukin-2 (IL-2) administered to lymphodepleted patients with melanoma can cause durable tumor regressions. The optimal TIL product for ACT is unknown. PATIENTS AND METHODS: Patients with metastatic melanoma were prospectively assigned to receive unselected young TILs versus CD8(+)-enriched TILs. All patients received lymphodepleting chemotherapy and high-dose IL-2 therapy and were assessed for response, toxicity, survival, and immunologic end points. RESULTS: Thirty-four patients received unselected young TILs with a median of 8.0% CD4(+) lymphocytes, and 35 patients received CD8(+)-enriched TILs with a median of 0.3% CD4(+) lymphocytes. One month after TIL infusion, patients who received CD8(+)-enriched TILs had significantly fewer CD4(+) peripheral blood lymphocytes (P = .01). Twelve patients responded to therapy with unselected young TILs (according to Response Evaluation Criteria in Solid Tumors [RECIST]), and seven patients responded to CD8(+)-enriched TILs (35% v 20%; not significant). Retrospective studies showed a significant association between response to treatment and interferon gamma secretion by the infused TILs in response to autologous tumor (P = .04), and in the subgroup of patients who received TILs from subcutaneous tumors, eight of 15 patients receiving unselected young TILs responded but none of eight patients receiving CD8(+)-enriched TILs responded. CONCLUSION: A randomized selection design trial was feasible for improving individualized TIL therapy. Since the evidence indicates that CD8(+)-enriched TILs are not more potent therapeutically and they are more laborious to prepare, future studies should focus on unselected young TILs.


Subject(s)
CD8-Positive T-Lymphocytes/immunology , Immunotherapy, Adoptive/methods , Lymphocytes, Tumor-Infiltrating/immunology , Melanoma/therapy , Adolescent , Adult , Aged , CD8-Positive T-Lymphocytes/drug effects , CD8-Positive T-Lymphocytes/pathology , CD8-Positive T-Lymphocytes/transplantation , Child , Female , Humans , Immunotherapy, Adoptive/adverse effects , Interferon-gamma/immunology , Interleukin-2/administration & dosage , Lymphocytes, Tumor-Infiltrating/drug effects , Lymphocytes, Tumor-Infiltrating/pathology , Lymphocytes, Tumor-Infiltrating/transplantation , Male , Melanoma/immunology , Middle Aged , Prospective Studies , Tumor Cells, Cultured , Young Adult
3.
Acad Radiol ; 20(5): 604-13, 2013 May.
Article in English | MEDLINE | ID: mdl-23477826

ABSTRACT

OBJECTIVES: Our goal was to evaluate a new software capability that integrates registration, segmentation and tumor measurement across serial exams within a picture archiving communication system (PACS) to expedite tumor measurement. MATERIALS AND METHODS: Patients treated under institutional review board-approved protocols for metastatic melanoma were retrospectively reviewed. Of the 19 included patients, five were male, the median age was 43.2, and all received treatment using an adoptive cell therapy. Seventy-one lung, liver, and subcutaneous tumors were manually measured using RECIST (Response Evaluation Criteria In Solid Tumors) criteria before therapy (baseline computed tomography [CT]) and within 3 months after therapy (follow-up CT). We performed semiautomated registration, segmentation, and RECIST measurements at both time points within PACS (Carestream Health, Rochester, NY). We compared manual and software-generated RECIST measurements using Bland-Altman plots. RESULTS: The median manually measured RECIST diameter for all baseline tumors was 2.1 (1.0-6.2) cm. The refined registration function identified 70/71 (98.6%) tumors on the follow-up CT. On the baseline CT, all 21 liver, 27/32 (84%) lung, and 10/18 (55%) subcutaneous tumors completed segmentation. On the follow-up CT, 19/21 (90%) liver, 21/27 (78%) lung, and 8/10 (80%) subcutaneous tumors completed segmentation. The Bland-Altman plot demonstrated a 95% confidence interval of ±0.7 cm when comparing the software-generated and manual RECIST measurements. CONCLUSIONS: The PACS software performed semiautomated baseline tumor measurements and fully automated follow-up tumor measurements in a majority of lung, liver, and subcutaneous tumors. In our patients, semiautomated metastatic tumor measurement did not obviate the need for physician oversight due to disease and treatment-related factors.


Subject(s)
Melanoma/diagnostic imaging , Melanoma/secondary , Radiographic Image Interpretation, Computer-Assisted/methods , Skin Neoplasms/diagnostic imaging , Subtraction Technique , Thoracic Neoplasms/diagnostic imaging , Thoracic Neoplasms/secondary , Adult , Female , Humans , Male , Pattern Recognition, Automated/methods , Reproducibility of Results , Sensitivity and Specificity
4.
Ann Surg Oncol ; 20(2): 555-61, 2013 Feb.
Article in English | MEDLINE | ID: mdl-23233234

ABSTRACT

BACKGROUND: Malignant peritoneal mesothelioma (MPM) is a rare disease treated with cytoreductive surgery (CRS) and hyperthermic intraperitoneal chemotherapy (HIPEC). Estimation of personalized survival times can potentially guide treatment and surveillance. METHODS: We analyzed 104 patients who underwent CRS and cisplatin-based HIPEC for MPM. By means of 25 demographic, laboratory, operative, and histopathological variables, we developed a novel nomogram using machine-learned Bayesian belief networks with stepwise training, testing, and cross-validation. RESULTS: The mean peritoneal carcinomatosis index (PCI) was 15, and 66 % of patients had a completeness of cytoreduction (CC) score of 0 or 1. Eighty-seven percent of patients had epithelioid histology. The median follow-up time was 49 (1-195) months. The 3- and 5-year overall survivals (OS) were 58 and 46 %, respectively. The histological subtype, pre-CRS PCI, and preoperative serum CA-125 had the greatest impact on OS and were included in the nomogram. The mean areas under the receiver operating characteristic curve for the 10-fold cross-validation of the 3- and 5-year models were 0.77 and 0.74, respectively. The graphical calculator or nomogram uses color coding to assist the clinician in quickly estimating individualized patient-specific survival before surgery. CONCLUSIONS: Machine-learned Bayesian belief network analysis generated a novel nomogram predicting 3- and 5-year OS in patients treated with CRS and HIPEC for MPM. Pre-CRS estimation of survival times may potentially individualize patient care by influencing the use of systemic therapy and frequency of diagnostic imaging, and might prevent CRS in patients unlikely to achieve favorable outcomes despite surgical intervention.


Subject(s)
Bayes Theorem , Mesothelioma/mortality , Nomograms , Peritoneal Neoplasms/mortality , Adolescent , Adult , Aged , Antineoplastic Combined Chemotherapy Protocols/therapeutic use , Artificial Intelligence , Chemotherapy, Cancer, Regional Perfusion , Cisplatin/administration & dosage , Combined Modality Therapy , Female , Fluorouracil/administration & dosage , Follow-Up Studies , Humans , Hyperthermia, Induced , Male , Mesothelioma/diagnosis , Mesothelioma/therapy , Middle Aged , Neoplasm Staging , Paclitaxel/administration & dosage , Peritoneal Neoplasms/diagnosis , Peritoneal Neoplasms/therapy , Prognosis , Survival Rate , Young Adult
5.
J Am Coll Surg ; 208(5): 970-8; discussion 978-80, 2009 May.
Article in English | MEDLINE | ID: mdl-19476873

ABSTRACT

BACKGROUND: Currently no standardized blood test exists for breast cancer screening or staging purposes. The goals of this study were to use proteomic mass spectrometry approaches for profiling, fractionation, and identification of serum proteins from breast cancer patients for discovery of new biomarkers of stage and nodal status. STUDY DESIGN: Samples from 150 patients were collected preoperatively for patients undergoing breast biopsy. Serum was processed using weak cation exchange (WCX) fractionation and analyzed with matrix-assisted laser desorption ionization time of flight mass spectrometry. Spectra were processed and group profiles, peak statistics, and cross-validation scores were determined using a k-nearest neighbor genetic algorithm. Pools of subgroups based on stage, race, and obesity were processed with WCX fractionation followed by trypsin digestion. Differentially expressed proteins and peptides were identified by tandem mass spectrometry. RESULTS: Matrix-assisted laser desorption ionization time of flight proteomic profiling using WCX capture of serum proteins resulted in correct cancer stage classifications ranging from 72% to 84%. Nodal status was classified correctly with 88% cross-validation scores. Levels of endogenous low mass peptide fragments derived from kininogen, fibrinogen, plasminogen, and inter-alpha-trypsin inhibitor heavy chain 4 protein were increased in cancer stage III and stage IV samples. Adding trypsin digestions with WCX capture indicated increased levels of alpha-2-HS-glycoprotein, prothrombin, and serum amyloid A in stage IV samples. Obesity, but not race, was a factor in the relative levels of detected proteins/peptides. CONCLUSIONS: WCX fractionation alone or with trypsin digestion of serum suggest it can be possible to use a panel of proteins to predict breast cancer stage and nodal status. Additional study is required on the role of inflammatory molecules in breast cancer development.


Subject(s)
Breast Neoplasms/blood , Breast Neoplasms/pathology , Gene Expression Profiling/methods , Neoplasm Proteins/analysis , Spectrometry, Mass, Matrix-Assisted Laser Desorption-Ionization , Biomarkers, Tumor/blood , Breast Neoplasms/chemistry , Breast Neoplasms/epidemiology , Carcinoma in Situ , Comorbidity , Female , Humans , Lymph Nodes/pathology , Middle Aged , Neoplasm Proteins/blood , Neoplasm Staging/methods , Obesity/epidemiology , Peptide Fragments/analysis , Proteome/analysis , Proteomics
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