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1.
Proc Natl Acad Sci U S A ; 110(51): E4978-86, 2013 Dec 17.
Article in English | MEDLINE | ID: mdl-24297935

ABSTRACT

Ascites tumor cells (ATCs) represent a potentially valuable source of cells for monitoring treatment of ovarian cancer as it would obviate the need for more invasive surgical biopsies. The ability to perform longitudinal testing of ascites in a point-of-care setting could significantly impact clinical trials, drug development, and clinical care. Here, we developed a microfluidic chip platform to enrich ATCs from highly heterogeneous peritoneal fluid and then perform molecular analyses on these cells. We evaluated 85 putative ovarian cancer protein markers and found that nearly two-thirds were either nonspecific for malignant disease or had low abundance. Using four of the most promising markers, we prospectively studied 47 patients (33 ovarian cancer and 14 control). We show that a marker set (ATCdx) can sensitively and specifically map ATC numbers and, through its reliable enrichment, facilitate additional treatment-response measurements related to proliferation, protein translation, or pathway inhibition.


Subject(s)
Ascites/metabolism , Biomarkers, Tumor/metabolism , Microfluidic Analytical Techniques , Neoplasm Proteins/metabolism , Ovarian Neoplasms/metabolism , Adult , Aged , Aged, 80 and over , Ascites/pathology , Biopsy , Female , Humans , Middle Aged , Ovarian Neoplasms/pathology
2.
Sci Transl Med ; 13(579)2021 02 03.
Article in English | MEDLINE | ID: mdl-33536284

ABSTRACT

Longitudinal, remote monitoring of motor symptoms in Parkinson's disease (PD) could enable more precise treatment decisions. We developed the Motor fluctuations Monitor for Parkinson's Disease (MM4PD), an ambulatory monitoring system that used smartwatch inertial sensors to continuously track fluctuations in resting tremor and dyskinesia. We designed and validated MM4PD in 343 participants with PD, including a longitudinal study of up to 6 months in a 225-subject cohort. MM4PD measurements correlated to clinical evaluations of tremor severity (ρ = 0.80) and mapped to expert ratings of dyskinesia presence (P < 0.001) during in-clinic tasks. MM4PD captured symptom changes in response to treatment that matched the clinician's expectations in 94% of evaluated subjects. In the remaining 6% of cases, symptom data from MM4PD identified opportunities to make improvements in pharmacologic strategy. These results demonstrate the promise of MM4PD as a tool to support patient-clinician communication, medication titration, and clinical trial design.


Subject(s)
Parkinson Disease , Cohort Studies , Humans , Longitudinal Studies , Monitoring, Ambulatory , Tremor/diagnosis
3.
Methods Mol Biol ; 1346: 47-54, 2015.
Article in English | MEDLINE | ID: mdl-26542714

ABSTRACT

We describe a DNA-barcoded antibody sensing technique for single cell protein analysis in which the barcodes are photocleaved and digitally detected without amplification steps (Ullal et al., Sci Transl Med 6:219, 2014). After photocleaving the unique ~70 mer DNA barcodes we use a fluorescent hybridization technology for detection, similar to what is commonly done for nucleic acid readouts. This protocol offers a simple method for multiplexed protein detection using 100+ antibodies and can be performed on clinical samples as well as single cells.


Subject(s)
Antibodies/chemistry , DNA Barcoding, Taxonomic/methods , DNA/chemistry , Immunoconjugates/chemistry , Proteins/analysis , Single-Cell Analysis/methods , DNA Barcoding, Taxonomic/instrumentation , Equipment Design , Humans , Models, Molecular , Nucleic Acid Hybridization/methods , Photolysis , Proteomics/methods , Single-Cell Analysis/instrumentation
4.
Sci Transl Med ; 6(219): 219ra9, 2014 Jan 15.
Article in English | MEDLINE | ID: mdl-24431113

ABSTRACT

Immunohistochemistry-based clinical diagnoses require invasive core biopsies and use a limited number of protein stains to identify and classify cancers. We introduce a technology that allows analysis of hundreds of proteins from minimally invasive fine-needle aspirates (FNAs), which contain much smaller numbers of cells than core biopsies. The method capitalizes on DNA-barcoded antibody sensing, where barcodes can be photocleaved and digitally detected without any amplification steps. After extensive benchmarking in cell lines, this method showed high reproducibility and achieved single-cell sensitivity. We used this approach to profile ~90 proteins in cells from FNAs and subsequently map patient heterogeneity at the protein level. Additionally, we demonstrate how the method could be used as a clinical tool to identify pathway responses to molecularly targeted drugs and to predict drug response in patient samples. This technique combines specificity with ease of use to offer a new tool for understanding human cancers and designing future clinical trials.


Subject(s)
Neoplasm Proteins/analysis , Neoplasms/metabolism , Protein Array Analysis/methods , Antibodies/immunology , Biopsy, Fine-Needle , Cell Line, Tumor , DNA/metabolism , Humans , Neoplasm Proteins/metabolism , Phosphatidylinositol 3-Kinases/metabolism , Phosphoinositide-3 Kinase Inhibitors , Protein Kinase Inhibitors/pharmacology , Reproducibility of Results , Signal Transduction/drug effects , Single-Cell Analysis
5.
ACS Nano ; 5(11): 9216-24, 2011 Nov 22.
Article in English | MEDLINE | ID: mdl-21962084

ABSTRACT

Responses to molecularly targeted therapies can be highly variable and depend on mutations, fluctuations in target protein levels in individual cells, and drug delivery. The ability to rapidly quantitate drug response in cells harvested from patients in a point-of-care setting would have far reaching implications. Capitalizing on recent developments with miniaturized NMR technologies, we have developed a magnetic nanoparticle-based approach to directly measure both target expression and drug binding in scant human cells. The method involves covalent conjugation of the small-molecule drug to a magnetic nanoparticle that is then used as a read-out for target expression and drug-binding affinity. Using poly(ADP-ribose) polymerase (PARP) inhibition as a model system, we developed an approach to distinguish differential expression of PARP in scant cells with excellent correlation to gold standards, the ability to mimic drug pharmacodynamics ex vivo through competitive target-drug binding, and the potential to perform such measurements in clinical samples.


Subject(s)
Biosensing Techniques/methods , Enzyme Inhibitors/metabolism , Molecular Targeted Therapy , Nanoparticles/chemistry , Nanotechnology/methods , Phthalazines/metabolism , Piperazines/metabolism , Poly(ADP-ribose) Polymerases/metabolism , Cell Line, Tumor , Cell Survival , Enzyme Inhibitors/pharmacology , Humans , Phthalazines/pharmacology , Piperazines/pharmacology , Point-of-Care Systems , Poly(ADP-ribose) Polymerase Inhibitors , Time Factors
6.
Nat Biotechnol ; 27(8): 753-9, 2009 Aug.
Article in English | MEDLINE | ID: mdl-19648908

ABSTRACT

Engineered metabolic pathways constructed from enzymes heterologous to the production host often suffer from flux imbalances, as they typically lack the regulatory mechanisms characteristic of natural metabolism. In an attempt to increase the effective concentration of each component of a pathway of interest, we built synthetic protein scaffolds that spatially recruit metabolic enzymes in a designable manner. Scaffolds bearing interaction domains from metazoan signaling proteins specifically accrue pathway enzymes tagged with their cognate peptide ligands. The natural modularity of these domains enabled us to optimize the stoichiometry of three mevalonate biosynthetic enzymes recruited to a synthetic complex and thereby achieve 77-fold improvement in product titer with low enzyme expression and reduced metabolic load. One of the same scaffolds was used to triple the yield of glucaric acid, despite high titers (0.5 g/l) without the synthetic complex. These strategies should prove generalizeable to other metabolic pathways and programmable for fine-tuning pathway flux.


Subject(s)
Escherichia coli/metabolism , Metabolic Networks and Pathways , Protein Engineering , Animals , Biocatalysis , Escherichia coli/enzymology , Escherichia coli Proteins/metabolism , Glucaric Acid/metabolism , Mevalonic Acid/metabolism , Mice , Protein Binding , Rats , Titrimetry
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