Paper summary from Homola et.al. regarding SEB measurement in milk using surface plasmon resonance biosensor. SPR sensor was custom dual-channel as a measuring chamber and reference chamber.
Synthesis and characterization of Silver NanoparticlesIJMERJOURNAL
ABSTRACT: Different methods may be used to produce nanoparticles, for instance in 1951 Turkevich and co-workers proposed that gold nanoparticles can be produced from the reaction of trisodum citrate, which acts as a stabilizing and reducing agent, with chloroauric acid, the source of gold nanoparticles. By changing chloroauric acid to silver nitrate, silver nanoparticles can instead be produced. Despite being widely used, there is a debate in the literature on the way the reagents and conditions, used for the Turkevich method, affect the size and shape of the silver nanoparticles produced. In view of this, silver nanoparticles have been synthesised through the Turkevich method using different reaction conditions, namely the reaction temperature and concentration of sodium citrate used. Characterisation techniques were then used to determine the size and shape of the silver nanoparticles produced. It was found that increasing the temperature increased the size of the nanoparticles through SEM, although DLS showed the opposite trend. Furthermore, at higher temperatures the formation of rod-like particles could be observed, as opposed to more spherical particles at lower temperatures.
Green biosynthesis of silver nanoparticles using Clitoria ternatea and its ch...ESHIT BANERJEE
Extraction of aqueous extract from Clitoria ternatea and using the aqueous extract for the biosynthesis of silver nanoparticles. Statistical analysis of the aqueous extract using Ultraviolet-visible spectroscopy. And morphological analysis using FE-SEM .And further analysis using XRD to determine the element composition of the sample
Synthesis and characterization of Silver NanoparticlesIJMERJOURNAL
ABSTRACT: Different methods may be used to produce nanoparticles, for instance in 1951 Turkevich and co-workers proposed that gold nanoparticles can be produced from the reaction of trisodum citrate, which acts as a stabilizing and reducing agent, with chloroauric acid, the source of gold nanoparticles. By changing chloroauric acid to silver nitrate, silver nanoparticles can instead be produced. Despite being widely used, there is a debate in the literature on the way the reagents and conditions, used for the Turkevich method, affect the size and shape of the silver nanoparticles produced. In view of this, silver nanoparticles have been synthesised through the Turkevich method using different reaction conditions, namely the reaction temperature and concentration of sodium citrate used. Characterisation techniques were then used to determine the size and shape of the silver nanoparticles produced. It was found that increasing the temperature increased the size of the nanoparticles through SEM, although DLS showed the opposite trend. Furthermore, at higher temperatures the formation of rod-like particles could be observed, as opposed to more spherical particles at lower temperatures.
Green biosynthesis of silver nanoparticles using Clitoria ternatea and its ch...ESHIT BANERJEE
Extraction of aqueous extract from Clitoria ternatea and using the aqueous extract for the biosynthesis of silver nanoparticles. Statistical analysis of the aqueous extract using Ultraviolet-visible spectroscopy. And morphological analysis using FE-SEM .And further analysis using XRD to determine the element composition of the sample
Use of Surface Plasmon Resonance for Probing Cell-Matrix InteractionsReichertSPR
Reichert Technologies Life Sciences is sponsored a free educational webinar, “Use of Surface Plasmon Resonance for Probing Cell-Matrix Interactions,” which will demonstrated the use of SPR for the measurement of cell adhesion interactions in varied biomedical applications, and presented two examples in which the Reichert SPR system has been used for studying cells. The first example discussed human white blood cell (HL-60) adhesion/capture by the endothelial cell adhesion molecule P-selectin. Several antibody- and recombinant protein-based controls were used to demonstrate the application of SPR for human vascular-biology research. The second example discussed binding interactions between endothelial cells and two different extracellular matrix proteins, Collagen 1 and Matrigel.
Surface Plasmon Resonance,
Surface Plasmons:
Plasmons confined to surface (interface) and interact with light resulting in polarities.
Propagating electron density waves occurring at the interface between metal and dielectric.
Antioxidant biosensor based on D. radiodurans biofilm has been investigated in this research. The biofilm producing SOD enzymes were immobilized on SPCE surface. Optimization of experimental measurements were carried out by the response surface method. The optimum value obtained was at the buffer pH 7, suspension pH 6, and optical density (OD) 0.5. The morphology of SPCE surfaces was characterized by SEM. The optimum result was used to determinate analytical performance, including linearity, sensitivity, limit of detection (LOD), limit of quantity (LOQ), precision, selectivity, stability, and repeatability. Linearity was achieved in the xanthine concentration range of 0.1-0.6 mM with the equation y = 40.79x + 57.173 and R² = 0.99. The apparent Michaelis-Menten constant KMwas evaluated. It was found that the biosensor had alow KMof 40 μM. LOD and LOQ respectively 40.8 μM and 123.7 μM with sensitivity 40.79 μA mM-1. Precision showed that RSD was less than 5%. Stability was measured for 35 days andretained 90% of current for the period. Repeatability showedRSD ≤ 5%. The selectivity of this method still needs to increase. In conclusion, antioxidant biosensor based on D. radioduransbiofilm may be used to measure the capacity of antioxidant products practically.
WEBINAR: Absolute quantification of mAbs and ADCs: forget amino acid analysis...Quality Assistance s.a.
Arnaud DELOBEL, R&D Director, Quality Assistance
Webinar held on 23rd May 2019.
Absolute quantification of proteins (i.e. quantification without the need for a reference standard) is a key analysis for the qualification of reference standards or to determine the extinction coefficient of a protein. It is usually performed using amino acid analysis, but this technique shows limited accuracy and repeatability.
Quality Assistance has developed an innovative method based on the quantification of sulphur by isotope dilution ICP/MS. Unprecedented precision and accuracy can be obtained, which provides a reliable quantification of proteins and determination of extinction coefficients.
During this webinar, we outlined the steps we took to successfully develop this test solution, the results of the validation study, and the application of the method to monoclonal antibodies and antibody-drug conjugates.
This method was recently nominated for the essenscia Innovation Award and included in the list of 5 high-potential innovations.
Access this 45-minutes-webinar to learn how ICP/MS can be used for the absolute quantification of proteins, with precision and accuracy that cannot be reached with amino acid analysis. After a description of the development and validation of the method, its application to monoclonal antibodies and antibody-drug conjugates were presented.
Visit www.quality-assistance.com for more information.
A polymethyl-methacrylate (PMMA) acrylic sample cell using flow injection is developed in this research for the determination of nitrite in an aqueous media. The research focuses on exhibiting direct absorbance spectrophotometry of nitrite using concentration of samples ranging from 0.1078 to 1.725 ppm. Nitrite determination is done colorimetrically using the Greiss reagent method. This method is based on the reaction of nitrite with sulphanilamide acid and N-1-napthylamine (NED) utilizing diazo coupling, and a syringe is used to administer the nitrite solution. The sample cell being used possesses a diameter of 1
mm with an overall size of 7.35×22 mm2. To gauge the direct absorbance, a wavelength range from 400 to 650 nm has been selected for the testing, and the maximum absorbance is found to be at 545 nm. The validity of the proposed cell is explained in this letter.
The current research aimed at fabricating plant extract mediated biosynthesized silver nanoparticles (AgNPs) utilizing thorn extract of Bombax ceiba (TEBC). The synthesized AgNPs was characterized by UV spectroscopy where the surface plasmonic resonance peak (SPR) was located at 222 nm. The scanning electron microscopy (SEM) studies demonstrated that the morphology of fabricated nanomaterials was primarily cylindrical of average size of 20-30 nm with some spindles of size >50 nm. The anti-microbial evaluation against Staphylococcus aureus revealed that AgNPs exhibited notable activity with ZOI of 27.2 mm at MIC of 25 μg/mL. The outcome of this research evidently signified that the biofabricated AgNPs using TEBC may be a new greener approach or technology to formulate anti-bacterial nanodrugs in future.
Use of Surface Plasmon Resonance for Probing Cell-Matrix InteractionsReichertSPR
Reichert Technologies Life Sciences is sponsored a free educational webinar, “Use of Surface Plasmon Resonance for Probing Cell-Matrix Interactions,” which will demonstrated the use of SPR for the measurement of cell adhesion interactions in varied biomedical applications, and presented two examples in which the Reichert SPR system has been used for studying cells. The first example discussed human white blood cell (HL-60) adhesion/capture by the endothelial cell adhesion molecule P-selectin. Several antibody- and recombinant protein-based controls were used to demonstrate the application of SPR for human vascular-biology research. The second example discussed binding interactions between endothelial cells and two different extracellular matrix proteins, Collagen 1 and Matrigel.
Surface Plasmon Resonance,
Surface Plasmons:
Plasmons confined to surface (interface) and interact with light resulting in polarities.
Propagating electron density waves occurring at the interface between metal and dielectric.
Antioxidant biosensor based on D. radiodurans biofilm has been investigated in this research. The biofilm producing SOD enzymes were immobilized on SPCE surface. Optimization of experimental measurements were carried out by the response surface method. The optimum value obtained was at the buffer pH 7, suspension pH 6, and optical density (OD) 0.5. The morphology of SPCE surfaces was characterized by SEM. The optimum result was used to determinate analytical performance, including linearity, sensitivity, limit of detection (LOD), limit of quantity (LOQ), precision, selectivity, stability, and repeatability. Linearity was achieved in the xanthine concentration range of 0.1-0.6 mM with the equation y = 40.79x + 57.173 and R² = 0.99. The apparent Michaelis-Menten constant KMwas evaluated. It was found that the biosensor had alow KMof 40 μM. LOD and LOQ respectively 40.8 μM and 123.7 μM with sensitivity 40.79 μA mM-1. Precision showed that RSD was less than 5%. Stability was measured for 35 days andretained 90% of current for the period. Repeatability showedRSD ≤ 5%. The selectivity of this method still needs to increase. In conclusion, antioxidant biosensor based on D. radioduransbiofilm may be used to measure the capacity of antioxidant products practically.
WEBINAR: Absolute quantification of mAbs and ADCs: forget amino acid analysis...Quality Assistance s.a.
Arnaud DELOBEL, R&D Director, Quality Assistance
Webinar held on 23rd May 2019.
Absolute quantification of proteins (i.e. quantification without the need for a reference standard) is a key analysis for the qualification of reference standards or to determine the extinction coefficient of a protein. It is usually performed using amino acid analysis, but this technique shows limited accuracy and repeatability.
Quality Assistance has developed an innovative method based on the quantification of sulphur by isotope dilution ICP/MS. Unprecedented precision and accuracy can be obtained, which provides a reliable quantification of proteins and determination of extinction coefficients.
During this webinar, we outlined the steps we took to successfully develop this test solution, the results of the validation study, and the application of the method to monoclonal antibodies and antibody-drug conjugates.
This method was recently nominated for the essenscia Innovation Award and included in the list of 5 high-potential innovations.
Access this 45-minutes-webinar to learn how ICP/MS can be used for the absolute quantification of proteins, with precision and accuracy that cannot be reached with amino acid analysis. After a description of the development and validation of the method, its application to monoclonal antibodies and antibody-drug conjugates were presented.
Visit www.quality-assistance.com for more information.
A polymethyl-methacrylate (PMMA) acrylic sample cell using flow injection is developed in this research for the determination of nitrite in an aqueous media. The research focuses on exhibiting direct absorbance spectrophotometry of nitrite using concentration of samples ranging from 0.1078 to 1.725 ppm. Nitrite determination is done colorimetrically using the Greiss reagent method. This method is based on the reaction of nitrite with sulphanilamide acid and N-1-napthylamine (NED) utilizing diazo coupling, and a syringe is used to administer the nitrite solution. The sample cell being used possesses a diameter of 1
mm with an overall size of 7.35×22 mm2. To gauge the direct absorbance, a wavelength range from 400 to 650 nm has been selected for the testing, and the maximum absorbance is found to be at 545 nm. The validity of the proposed cell is explained in this letter.
The current research aimed at fabricating plant extract mediated biosynthesized silver nanoparticles (AgNPs) utilizing thorn extract of Bombax ceiba (TEBC). The synthesized AgNPs was characterized by UV spectroscopy where the surface plasmonic resonance peak (SPR) was located at 222 nm. The scanning electron microscopy (SEM) studies demonstrated that the morphology of fabricated nanomaterials was primarily cylindrical of average size of 20-30 nm with some spindles of size >50 nm. The anti-microbial evaluation against Staphylococcus aureus revealed that AgNPs exhibited notable activity with ZOI of 27.2 mm at MIC of 25 μg/mL. The outcome of this research evidently signified that the biofabricated AgNPs using TEBC may be a new greener approach or technology to formulate anti-bacterial nanodrugs in future.
lab manual on biophysics, bioinformatics and biostaistics for under graduates...MSCW Mysore
covers topics like
light quantification ,beer lamberts law, molar extinction coefficient, absorption spectra,
databases,pubmed,entrez,retriving sequences and structural data .BLAST FASTA
Simple problems on central tendency and dispersion.
Challenges in Method Development and Particle Analysis of Biomaterials-Zhibin...Bettersize Instruments
Key Points from this presentation include:
♦ Overview of light scattering techniques commonly used for biomaterials characterization, including dynamic light scattering(DLS), electrophoretic light scattering(ELS), and static light scattering (SLS);
♦ Biomaterial examples analyzed by DLS: AuNPs, Lysozyme, Latexes Coupled with Antibodies;
♦ Biomaterial examples analyzed by ELS: Bio-MOF, Calcium Silicate Nanocomposites;
♦ Biomaterial example analyzed by SLS: Bovine Serum Albumin (BSA);
Explore the innovative world of trenchless pipe repair with our comprehensive guide, "The Benefits and Techniques of Trenchless Pipe Repair." This document delves into the modern methods of repairing underground pipes without the need for extensive excavation, highlighting the numerous advantages and the latest techniques used in the industry.
Learn about the cost savings, reduced environmental impact, and minimal disruption associated with trenchless technology. Discover detailed explanations of popular techniques such as pipe bursting, cured-in-place pipe (CIPP) lining, and directional drilling. Understand how these methods can be applied to various types of infrastructure, from residential plumbing to large-scale municipal systems.
Ideal for homeowners, contractors, engineers, and anyone interested in modern plumbing solutions, this guide provides valuable insights into why trenchless pipe repair is becoming the preferred choice for pipe rehabilitation. Stay informed about the latest advancements and best practices in the field.
Water scarcity is the lack of fresh water resources to meet the standard water demand. There are two type of water scarcity. One is physical. The other is economic water scarcity.
Saudi Arabia stands as a titan in the global energy landscape, renowned for its abundant oil and gas resources. It's the largest exporter of petroleum and holds some of the world's most significant reserves. Let's delve into the top 10 oil and gas projects shaping Saudi Arabia's energy future in 2024.
Immunizing Image Classifiers Against Localized Adversary Attacksgerogepatton
This paper addresses the vulnerability of deep learning models, particularly convolutional neural networks
(CNN)s, to adversarial attacks and presents a proactive training technique designed to counter them. We
introduce a novel volumization algorithm, which transforms 2D images into 3D volumetric representations.
When combined with 3D convolution and deep curriculum learning optimization (CLO), itsignificantly improves
the immunity of models against localized universal attacks by up to 40%. We evaluate our proposed approach
using contemporary CNN architectures and the modified Canadian Institute for Advanced Research (CIFAR-10
and CIFAR-100) and ImageNet Large Scale Visual Recognition Challenge (ILSVRC12) datasets, showcasing
accuracy improvements over previous techniques. The results indicate that the combination of the volumetric
input and curriculum learning holds significant promise for mitigating adversarial attacks without necessitating
adversary training.
Student information management system project report ii.pdfKamal Acharya
Our project explains about the student management. This project mainly explains the various actions related to student details. This project shows some ease in adding, editing and deleting the student details. It also provides a less time consuming process for viewing, adding, editing and deleting the marks of the students.
CFD Simulation of By-pass Flow in a HRSG module by R&R Consult.pptxR&R Consult
CFD analysis is incredibly effective at solving mysteries and improving the performance of complex systems!
Here's a great example: At a large natural gas-fired power plant, where they use waste heat to generate steam and energy, they were puzzled that their boiler wasn't producing as much steam as expected.
R&R and Tetra Engineering Group Inc. were asked to solve the issue with reduced steam production.
An inspection had shown that a significant amount of hot flue gas was bypassing the boiler tubes, where the heat was supposed to be transferred.
R&R Consult conducted a CFD analysis, which revealed that 6.3% of the flue gas was bypassing the boiler tubes without transferring heat. The analysis also showed that the flue gas was instead being directed along the sides of the boiler and between the modules that were supposed to capture the heat. This was the cause of the reduced performance.
Based on our results, Tetra Engineering installed covering plates to reduce the bypass flow. This improved the boiler's performance and increased electricity production.
It is always satisfying when we can help solve complex challenges like this. Do your systems also need a check-up or optimization? Give us a call!
Work done in cooperation with James Malloy and David Moelling from Tetra Engineering.
More examples of our work https://www.r-r-consult.dk/en/cases-en/
CFD Simulation of By-pass Flow in a HRSG module by R&R Consult.pptx
SEB-Milk Measurement Using SPR
1. Created by Khari Secario
Spectral Surface Plasmon Resonance
Biosensor for Detection of Staphylococcal
Enterotoxin B (SEB) in Milk
Homola et.al.
2002-int. Journal of food microbiology 75 61-69
Keyword: polychromatic light source
2. Created by Khari SecarioM. Khari Secario - M0227128
What This Paper Talk About
• Measurement of SEB in lowest concentration
as possible
• To use custom dual-channel SPR sensor as a
measuring channel and reference channel
• Comparing direct assay and sandwich assay
for detecting SEB using antibody a-SEB
• Comparing SEB in pure condition and in
sample (milk)
3. Created by Khari SecarioM. Khari Secario - M0227128
SEB Detection using SPR
SPR
Detection of
SEB in milk
Direct Detection Sandwich Assay
5. Created by Khari SecarioM. Khari Secario - M0227128
Types of Biosensing Devices
Based on Different Principles
Electrochemical Sensors (Ghindilis et.al. 1998)
Piezoelectric Sensors (Chu et.al. 1995)
Electrical Impedance Sensor (Pless et.al. 1994)
Optical Sensors (Boisde and Harmer, 1996;
Gauglitz, 1996)
6. Created by Khari SecarioM. Khari Secario - M0227128
Ensuring Specificity in Guided Mode/SPR
Immobilized biomolecular
recognition element
Capture of analytes
molecules by
biomolecular
recognition element
Increasing in refractive index
Measured with optical
method. Can be
correlated with
concentration of analyte
Most frequently used:
Antibodies
(Byfield and Abuknesha, 1994)
7. Created by Khari SecarioM. Khari Secario - M0227128
Staphylococcal Enterotoxin B (SEB)
• One of ten major serological types of emetic
enterotoxins produced by Staphylococcus Aureus
• 26-30 kDa monomeric
• Heat-stable
• Potent gastrointestinal toxins (Bergdoll 1991,1995)
• Cause of gastroenteritis form consumption of
contaminated food (Archer and Young 1988)
8. Created by Khari SecarioM. Khari Secario - M0227128
Study Aim
Method for detecting SEB
below minimum intoxication
level
As low as
nanograms per gram (food) or
nanograms per mililiter (milk)
Potent SE minimum intoxication level:
200 ng in a portion of 100 gr of food
Novel dual-channel SPR sensor
based on wavelength
modulation
10. Created by Khari SecarioM. Khari Secario - M0227128
Instrumentation
Traditional SPR biosensor
• Based on angular
measurement
• Rely on monochromatic
light (Liedberg et.al. 1993;
Melendez et.al. 1996)
• Position constraint to
miniaturization
Wavelength modulation SPR
• Based on wavelength
measurement
• Rely on parallel
polychromatic light beam
• Allow miniaturization and
remote analysis
11. Created by Khari SecarioM. Khari Secario - M0227128
SPR Theory
Excitation of SP accompanied by
transfer optical energy into SP and its
dissipation in the metal layer, resulting
in a narrow dip in the spectrum of
reflected light.
Change in refractive index will resulting
in dip shifting.
Simulated dip shift as a function of
packing density of high refractive index
glass prism, gold layer (50 nm), biolayer
(estimating SEB molecule size around
5nm, and refractive index 1.45 for 100%
surface packing density), sample water,
wavelength 750 nm.
Complete
monolayer
of SEB
13. Created by Khari SecarioM. Khari Secario - M0227128
Materials
C15COOH, C11OH, NHS, and EDC obtained from Sigma
Anti SEB IgG (Lot no.72700BI from Toxin Tech)
SEB and bovine serum albumin (BSA) from Sigma
PBS (0.01 M sodium citrate, 0.01 M sodium phosphate
and 0.12 M sodium chloride pH 7.4)
14. Created by Khari SecarioM. Khari Secario - M0227128
Functionalizing Chip
Washing with chloroform
and 100% ethanol
Cleaning under UV
Washing with DI water
and 100% ethanol
Soak with ~1mM mixed
thiol solution
(C11OH/C15COOH 7:3) at
room temperature
Chip remained in mixed
thiol solution for ~1 day
Chip rinsed with ethanol
Chip dried in a dry
nitrogen gas stream
2 mg/ml N-hydroxysucci
nimide and 2 mg/ml 1-
ethyl-3-(3-dimethylamino
propyl)-carbodiimide
for 1 hour
Incubated with anti-SEB
IgG (1 mg/ml IgG in pH 7.4
PBS buffer for 1 day
Washed with DI water,
dried under dry nitrogen,
and stored in humidity
controlled cultur dish 4 OC
Passivate in flowed BSA-
PBS 250 ng/ml for 10
minutes before used
15. Created by Khari SecarioM. Khari Secario - M0227128
Sample Preparation
SEB in PBS
•BSA in concentration of 250 ng/ml in
PBS was added to solution
SEB in milk
•Milk was prepared as 5% w/v if dry
milk in water and spiked with different
concentrations of SEB
16. Created by Khari SecarioM. Khari Secario - M0227128
Experimental Protocol
• SEB in PBS • SEB in Milk
Sensing channels were incubated in BSA-PBS solution for 10 min
Measuring Ch.
BSA-PBS with SEB
Reference Ch.
BSA-PBS no SEB
Measuring Ch.
Milk with SEB
Reference Ch.
Milk no SEB
30min
Rinse with BSA-PBS solution
For 10 minutes
Rinse with BSA-PBS solution
Up to 50 minutes
Secondary antibody 3 g a-SEB in 1 ml BSA-PBS flowed for 30 minutes
BSA-PBS rinse for 10 minutes
18. Created by Khari SecarioM. Khari Secario - M0227128
Detection SEB in Buffer
(25 ng SEB in 1 ml BSA-PBS Solution)
Measuring Channel Reference Channel
19. Created by Khari SecarioM. Khari Secario - M0227128
Signal for Different SEB Concentration
• Both signal already compensated with reference channel
• Direct SEB measurement is 0.07, 0.10, 0.44 and 0.82 (5, 12.5, 25, and 50
ng/ml)
• In sandwich assay, sensor response increasing by a factor of 10
• SEB in concentration of 0.5 ng/ml produced secondary a-SEB of 0.07 ng/ml
20. Created by Khari SecarioM. Khari Secario - M0227128
Equilibrium Sensor Response
• Reproducibility was
determined to be within
13% of the equilibrium
sensor response (4 times
measurement wutg 10
ng/ml SEB concentration.
• Due to high
reproducibility of the
sensor response and
elimination of baseline
drift, detection limits are
limited mainly by noise of
sensor baseline.
Typical noise in compensated sensor
response is about 0.015 nm (standard
deviation).
Lowest detection limit: 3SD
LOD:
• 5 ng/ml for direct detection
• 0.5 ng/ml for sandwich mode
21. Created by Khari SecarioM. Khari Secario - M0227128
SEB Detection in Milk
Minor contribution (<0.5%) due to the
specific binding of the toxin to the
antibodies immobilized on the sensor
surface
Equilibrium response of SEB
concentration:
0.37, 0.71, 1.24, and 2.10 nm for
2, 5, 10 and 20 ng/ml.
LOD for milk samples ~0.5 ng/ml
Disrepancies between sensor
responses may doe to differences in
sensor functionalizations
(functionalized in different batch)
23. Created by Khari SecarioM. Khari Secario - M0227128
Comparable Result
LOD
• 5 ng/ml in direct measure (pure samples)
• 0.5 ng/ml in sandwich assay (pure and milk)
• Western immunoblod and ELISA at 1 ng/ml
• Rasooly and Rasooly, 1998
• Bidiffractive Grating Sensors at 1 ng/ml
• O’Brien et.al. 2000
• Fluorescense based sensor at 4 ng/ml
• Rowe-Taitt et.al. 2000
24. Created by Khari SecarioM. Khari Secario - M0227128
Conclusions
Room for Improvement
• Sensor LOD may further improved by surface
functionalization
• Lowering noise in sensor optoelectronic system
• Employ more advanced data processing methods
• Combining sensor with method for preconcentration of
analyte (preconc of magnetic beads
Major Hurdle
• Sensor response time
• Caused by simple fluidic system, which is not optimized for
anlayte-transport to sensing sirface