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1.
Commun Med (Lond) ; 2: 29, 2022.
Article in English | MEDLINE | ID: mdl-35603292

ABSTRACT

Background: Detecting cancer at early stages significantly increases patient survival rates. Because lethal solid tumors often produce few symptoms before progressing to advanced, metastatic disease, diagnosis frequently occurs when surgical resection is no longer curative. One promising approach to detect early-stage, curable cancers uses biomarkers present in circulating extracellular vesicles (EVs). To explore the feasibility of this approach, we developed an EV-based blood biomarker classifier from EV protein profiles to detect stages I and II pancreatic, ovarian, and bladder cancer. Methods: Utilizing an alternating current electrokinetics (ACE) platform to purify EVs from plasma, we use multi-marker EV-protein measurements to develop a machine learning algorithm that can discriminate cancer cases from controls. The ACE isolation method requires small sample volumes, and the streamlined process permits integration into high-throughput workflows. Results: In this case-control pilot study, comparison of 139 pathologically confirmed stage I and II cancer cases representing pancreatic, ovarian, or bladder patients against 184 control subjects yields an area under the curve (AUC) of 0.95 (95% CI: 0.92 to 0.97), with sensitivity of 71.2% (95% CI: 63.2 to 78.1) at 99.5% (97.0 to 99.9) specificity. Sensitivity is similar at both early stages [stage I: 70.5% (60.2 to 79.0) and stage II: 72.5% (59.1 to 82.9)]. Detection of stage I cancer reaches 95.5% in pancreatic, 74.4% in ovarian (73.1% in Stage IA) and 43.8% in bladder cancer. Conclusions: This work demonstrates that an EV-based, multi-cancer test has potential clinical value for early cancer detection and warrants future expanded studies involving prospective cohorts with multi-year follow-up.

2.
Front Bioeng Biotechnol ; 8: 581157, 2020.
Article in English | MEDLINE | ID: mdl-33224932

ABSTRACT

The power of personalized medicine is based on a deep understanding of cellular and molecular processes underlying disease pathogenesis. Accurately characterizing and analyzing connections between these processes is dependent on our ability to access multiple classes of biomarkers (DNA, RNA, and proteins)-ideally, in a minimally processed state. Here, we characterize a biomarker isolation platform that enables simultaneous isolation and on-chip detection of cell-free DNA (cfDNA), extracellular vesicle RNA (EV-RNA), and EV-associated proteins in unprocessed biological fluids using AC Electrokinetics (ACE). Human biofluid samples were flowed over the ACE microelectrode array (ACE chip) on the Verita platform while an electrical signal was applied, inducing a field that reversibly captured biomarkers onto the microelectrode array. Isolated cfDNA, EV-RNA, and EV-associated proteins were visualized directly on the chip using DNA and RNA specific dyes or antigen-specific, directly conjugated antibodies (CD63, TSG101, PD-L1, GPC-1), respectively. Isolated material was also eluted off the chip and analyzed downstream by multiple methods, including PCR, RT-PCR, next-generation sequencing (NGS), capillary electrophoresis, and nanoparticle size characterization. The detection workflow confirmed the capture of cfDNA, EV-RNA, and EV-associated proteins from human biofluids on the ACE chip. Tumor specific variants and the mRNAs of housekeeping gene PGK1 were detected in cfDNA and RNA isolated directly from chips in PCR, NGS, and RT-PCR assays, demonstrating that high-quality material can be isolated from donor samples using the isolation workflow. Detection of the luminal membrane protein TSG101 with antibodies depended on membrane permeabilization, consistent with the presence of vesicles on the chip. Protein, morphological, and size characterization revealed that these vesicles had the characteristics of EVs. The results demonstrated that unprocessed cfDNA, EV-RNA, and EV-associated proteins can be isolated and simultaneously fluorescently analyzed on the ACE chip. The compatibility with established downstream technologies may also allow the use of the platform as a sample preparation method for workflows that could benefit from access to unprocessed exosomal, genomic, and proteomic biomarkers.

3.
Annu Int Conf IEEE Eng Med Biol Soc ; 2018: 5418-5421, 2018 Jul.
Article in English | MEDLINE | ID: mdl-30441562

ABSTRACT

High molecular weight cell-free DNA (hmw cfDNA) found in biological fluid, such as blood, is a promising biomarker for cancer detection. Due to the abundance of background apoptotic cell-free DNA in blood, quantifying the native concentration of hmw cfDNA using existing methods is technically challenging, time consuming, and expensive. We have developed a novel technology which utilizes Alternating Current Electrokinetics (ACE) to isolate hmw cfDNA directly from blood. Furthermore, we integrated this technology into a handheld device which utilizes a smartphone for power, instruction transmission, optical detection, image processing, and data transmission. The detection of hmw cfDNA in blood plasma demonstrated the performance of the device. We are continuing development of this device as a future point of care in vitro diagnostic.


Subject(s)
Cell-Free Nucleic Acids/analysis , Neoplasms/diagnosis , Smartphone , Biomarkers, Tumor/genetics , DNA, Neoplasm/analysis , Humans
4.
Electrophoresis ; 34(7): 1076-84, 2013 Apr.
Article in English | MEDLINE | ID: mdl-23436471

ABSTRACT

Dielectrophoretic (DEP) microarray devices allow important cellular nanoparticulate biomarkers and virus to be rapidly isolated, concentrated, and detected directly from clinical and biological samples. A variety of submicron nanoparticulate entities including cell free circulating (cfc) DNA, mitochondria, and virus can be isolated into DEP high-field areas on microelectrodes, while blood cells and other micron-size entities become isolated into DEP low-field areas between the microelectrodes. The nanoparticulate entities are held in the DEP high-field areas while cells are washed away along with proteins and other small molecules that are not affected by the DEP electric fields. DEP carried out on 20 µL of whole blood obtained from chronic lymphocytic leukemia patients showed a considerable amount of SYBR Green stained DNA fluorescent material concentrated in the DEP high-field regions. Whole blood obtained from healthy individuals showed little or no fluorescent DNA materials in the DEP high-field regions. Fluorescent T7 bacteriophage virus could be isolated directly from blood samples, and fluorescently stained mitochondria could be isolated from biological buffer samples. Using newer DEP microarray devices, high-molecular-weight DNA could be isolated from serum and detected at levels as low as 8-16 ng/mL.


Subject(s)
Bacteriophage T7/isolation & purification , DNA/blood , Electrophoresis/methods , Microfluidic Analytical Techniques/methods , Nanoparticles/chemistry , Adult , Biomarkers/blood , Biomarkers/chemistry , DNA/chemistry , Electrophoresis/instrumentation , Humans , Jurkat Cells , Leukemia, Lymphocytic, Chronic, B-Cell/blood , Male , Microfluidic Analytical Techniques/instrumentation , Mitochondria/chemistry , Viremia/blood
5.
Electrophoresis ; 33(16): 2482-90, 2012 Aug.
Article in English | MEDLINE | ID: mdl-22899255

ABSTRACT

The ability to effectively detect disease-related DNA biomarkers and drug delivery nanoparticles directly in blood is a major challenge for viable diagnostics and therapy monitoring. A DEP method has been developed which allows the rapid isolation, concentration and detection of DNA and nanoparticles directly from human and rat whole blood. Using a microarray device operating at 20 V peak-to-peak and 10 kHz, a wide range of high molecular weight (HMW)-DNA and nanoparticles were concentrated into high-field regions by positive DEP, while the blood cells were concentrated into the low-field regions by negative DEP. A simple fluidic wash removes the blood cells while the DNA and nanoparticles remain concentrated in the DEP high-field regions where they can be detected by fluorescence. HMW-DNA could be detected at 260 ng/mL, which is a detection level suitable for analysis of disease-related cell-free circulating DNA biomarkers. Fluorescent 40 nm nanoparticles could be detected at 9.5 × 10(9) particles/mL, which is a level suitable for monitoring drug delivery nanoparticles. The ability to rapidly isolate and detect DNA biomarkers and nanoparticles from undiluted whole blood will benefit many diagnostic applications by significantly reducing sample preparation time and complexity.


Subject(s)
DNA/blood , Electrophoresis/methods , Nanoparticles/chemistry , Adult , Animals , Biomarkers/blood , DNA/chemistry , DNA/isolation & purification , DNA, Single-Stranded/blood , DNA, Single-Stranded/chemistry , DNA, Single-Stranded/isolation & purification , Electric Conductivity , Female , Humans , Male , Molecular Weight , Rats , Rats, Sprague-Dawley , Sensitivity and Specificity
6.
J Biophotonics ; 2(4): 253-61, 2009 Apr.
Article in English | MEDLINE | ID: mdl-19367593

ABSTRACT

In biomedical research and diagnostics it is a challenge to isolate and detect low levels of nanoparticles and nanoscale biomarkers in blood and other biological samples. While highly sensitive epifluorescent microscope systems are available for ultra low level detection, the isolation of the specific entities from large sample volumes is often the bigger limitation. AC electrokinetic techniques like dielectrophoresis (DEP) offer an attractive mechanism for specifically concentrating nanoparticles into microscopic locations. Unfortunately, DEP requires significant sample dilution thus making the technology unsuitable for biological applications. Using a microelectrode array device, special conditions have been found for the separation of hmw-DNA and nanoparticles under high conductance (ionic strength) conditions. At AC frequencies in the 3000-10 000 Hz range, 10 mum microspheres and human T lymphocytes can be isolated into the DEP low field regions, while hmw-DNA and nanoparticles can be concentrated into microscopic high field regions for subsequent detection using an epifluorescent system.


Subject(s)
DNA/analysis , Electrochemical Techniques/methods , Nanoparticles/analysis , Buffers , DNA/chemistry , Electric Conductivity , Fluorescence , Humans , Jurkat Cells , Molecular Weight , Nanoparticles/chemistry
7.
Electrochem commun ; 11(8): 1661-1666, 2009 Aug.
Article in English | MEDLINE | ID: mdl-20160949

ABSTRACT

The separation of nanoparticles from micron size particles in high conductance buffers was achieved using an AC dielectrophoretic (DEP) microarray device with hydrogel over-coated microelectrodes. While nanoparticles could be selectively concentrated into high field regions directly over the platinum microelectrodes, micro-bubbling and electrode darkening was also observed. For similar experiments using un-coated microelectrodes, SEM analysis showed severe erosion of the platinum microelectrodes and fusion of nanoparticles due to the aggressive electrochemistry.

8.
Electrophoresis ; 29(9): 1765-74, 2008 May.
Article in English | MEDLINE | ID: mdl-18393345

ABSTRACT

In biomedical research and diagnostics, it is a significant challenge to directly isolate and identify rare cells and potential biomarkers in blood, plasma and other clinical samples. Additionally, the advent of bionanotechnology is leading to numerous drug delivery approaches that involve encapsulation of drugs and imaging agents within nanoparticles, which now will also have to be identified and separated from blood and plasma. Alternating current (AC) electrokinetic techniques such as dielectrophoresis (DEP) offer a particularly attractive mechanism for the separation of cells and nanoparticles. Unfortunately, present DEP techniques require the dilution of blood/plasma, thus making the technology less suitable for clinical sample preparation. Using array devices with microelectrodes over-coated with porous hydrogel layers, AC electric field conditions have been found which allow the separation of DNA nanoparticles to be achieved under high-conductance (ionic strength) conditions. At AC frequencies in the 3000 Hz to 10,000 Hz range and 10 volts peak-to-peak, the separation of 10-microm polystyrene particles into low field regions, and 60-nm DNA-derivatized nanoparticles and 200-nm nanoparticles into high-field regions was carried out in 149 mM 1xPBS buffer (1.68 S/m). These results may allow AC electrokinetic systems to be developed that can be used with clinically relevant samples under physiological conditions.


Subject(s)
DNA, Single-Stranded/analysis , Electrophoresis, Microchip/methods , Oligonucleotide Array Sequence Analysis/methods , Buffers , DNA, Single-Stranded/chemistry , Electric Conductivity , Electrophoresis, Microchip/instrumentation , Fluorescent Dyes , Microelectrodes , Nanoparticles , Oligonucleotide Array Sequence Analysis/instrumentation , Oligonucleotides/chemistry , Polystyrenes/chemistry , Solutions
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