Lab-On-Chip based protein profiling for CANcer...
Transcript of Lab-On-Chip based protein profiling for CANcer...
Lab-On-Chip based protein profiling for CANcer
DIAgnosisNanoBIO 2008
Barcelona, 10th of June of 2008
Funded by EC contract FP6-034202
NanoBioEuroep 2008. Barcelona 10-06-2008
Manuel Marcelino Perez Perez
Cancer diagnosis
Funded by EC contract FP6-034202
3NanoBioEurope2008 LOCCANDIA
• Histological examination
• Blood test/single biomarker
• Imaging analysis X-rays, CT scans…
Pancreatic cancer
2NanoBioEurope2008 LOCCANDIA
Funded by EC contract FP6-034202
• Detected by expensive diagnostic imaging methods.
• The pancreas
• Poor prognosis at the time of diagnosis
Project goals
4NanoBioEurope2008 LOCCANDIA
Funded by EC contract FP6-034202
•To develop a lab-on-chip for separation and digestion of proteins.
•To develop a full analysis chain integrating bio-nano and info aspects for early detection of pancreatic cancer.
•To test the full analytical chain for early detection of asymptomatic pancreatic cancer patients.
Technical objectives
• To be able to determine low concentration cancer markers in the window of classic cancer marker– Targeted concentration range: 1 to 1000 pmole/L or
1 to 1000 ng/mL• To quantify a multiparametric set of markers to
improve the measurement specificity• To use chromatography nano-columns to improve
the sensitivity• To use electrospray ionisation for a soft on-line
ionisation• To use a mass spectrometry characterisation:
– to get a specific, sensitive and semi-quantitative recognition
– to distinguish isoforms when the sensitivity is appropriate
Funded by EC contract FP6-034202
5NanoBioEurope2008 LOCCANDIA
LOCCANDIA project
6 NanoBioEurope2008 LOCCANDIA
Funded by EC contract FP6-034202
Blood plasma sample
Blood sample
preparation
Lab-on-Chip & mass
spectrometryInformation technology
Selected protein mixture
Peptides spectrogram
Diagnostic information
BIO
Material flow Information flow
NANO INFO
Patient Doctor
Bio part (I)
–Preparation of proteins to make synthetic mixtures using standards protocol.
–Production of the specific antibodies.
–Design of the affinity columns and the quality control of the proteins using MALDI-MS.
Funded by EC contract FP6-034202
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Blood plasma sample
Blood sample
preparation Lab-on-Chip & mass
spectrometry
Selected protein mixture
BIO
Material flow
Patient
LOCCANDIANanoBioEurope2008
Bio part (II)
NanoBioEurope 2008
– MRP8/14, PAP I & p120 – Proteins purification– Antibodies design and production.
LOCCANDIA 8
Lab-on-chip & mass spectrometry
•The objectives are:– to improve the digestion chip– to improve the chromatography-electrospraymicrosystem technology
Funded by EC contract FP6-034202 9
Protein mixture
Peptides spectrogram
Material flow
Lab-on-Chip & mass
spectrometry
NANO
•Two interconnected modules are designed:– a protein digestion module– a liquid chromatography-electrosprayionisation module
NanoBioEuroep 2008 LOCCANDIA
Lab-on-chip& mass spectrometry
• Toward a point of care :
Full system from blood plasma sample to diagnostic information
• Lab-on-Chip
Miniaturized integrated components to increase sensitivity (nano-LC, nano-ESI) and throughput
Funded by EC contract FP6-034202
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Lab-on-chip.
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Funded by EC contract FP6-034202
– Design of a new nano-liquid chromatography (LC) module including a new e-spray tip.
– New retention phase for chromatography module
- Improvements of the digestion modules.
Funded by EC contract FP6-034202
12NanoBioEurope2008 LOCCANDIA
Chip mounting for Waters Q-TOF mass spectrometer
Interface with MassSpectrometry MS counter-
electrode 0 V
Information technology
To build LOCCANDIA informationmanagement system (LIMS):• a Proteomic Information Management Syste(PIS) for sample information management
• a Clinical Information System (CIS) for patient information management to allow clinical evaluation
Information and data mediation infrastructure including preprocessing, reconstruction, visualization, protein/peptide identification and data analysis modules
Funded by EC contract FP6-034202
Diagnostic information
Information
technology
Peptides spectrogr
am Information flow
INFO
Doctor
17NanoBioEurope2008 Manuel M. Perez-Perez
LIMS modules
Funded by EC contract FP6-034202Manuel M. Pérez 4Manuel Marcelino Perez
To build an Integrated a Clinico-Proteomic Information System (CPIS) for sample information management:• a Data pre-processing & Profile reconstruction module
•an Information and data mediation infrastructure including preprocessing, reconstruction, visualization, protein/peptide identification and data analysis modules
Time alignment
Quantification using V1 or V2
Normalisation using tagged
protein quantity
Selection of the ROI (Region Of Interest) Interpolation Noise
reduction
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Temps de rétention
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m/z
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Temps de retention
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Suport Vector Machines
Funded by EC contract FP6-034202
4NanoBioEurope2008 Manuel Marcelino Pérez
Source: www.neural-forecasting.com
Example: Mapping from two-dimensional input space with non-linear class boundaries into a three-dimensional feature space with linear separation by hyperplane. Working in high dimensional feature space solves the problem of expressing complex functions.
SVM GAUSSIAN RADIAL BASIS KERNEL
Gaussian Radial Basis kernel function.
Number of Support Vectors : 20 Training error : 0
LOCCANDIA 7NanoBioEurope 2008
Funded by EC contract FP6-034202
NanoBioEurope 2008 Manuel Marcelino Pérez 7
Verification: We build the product RIGHT
Validation: We build the RIGHT product
Verification & validation
Funded by EC contract FP6-034202
Main research outcomes
Funded by EC contract FP6-034202
NanoBioEurope 2008
• an optimized chromatographic-electrospray lab-on-chipdedicated to protein profiling for cancer diagnosis
• an Integrated Clinico-Proteomics Environmentsupporting the integrated device and the diagnosi
• a proof-of-concept of this innovative lab-on-chip technology and the associated analysis chain for cancer diagnosis
LOCCANDIA 19
STRENGTHS & OPPORTUNITIES
• STRENGTHS– Manipulation of sample volumes in the nanoliter range.– High sensitivity– Gel free analytical chain– Advanced biomedical informatics systems– Miniaturization of protein detection processes– Protein quantification using MS and profile
reconstruction algorithm.
• OPPORTUNITIES– Early diagnosis– The concept can be generalized to other cancers as
well as to biomarker discovery.
Funded by EC contract FP6-034202
2ONanoBio2008 LOCCANDIA
List of participants• Atos Origin sae, Spain – ATOS
• Commissariat à l’Energie Atomique,France – CEA-LETI
• DIGILAB BIOVISION GmbH, Germany – DBVN
• Foundation for Research and Technology, Greece – FORTH
• University of Münster, Germany – WWU
• Swiss Institute of Bioinformatics, Switzerland – SIB
• Geneva Bioinformatics, Switzerland - GeneBIO
Funded by EC contract FP6-034202
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ATOS
FORTH
Uni Muenster, Biovision
CEA-LETI
SIB, Gene Bio
WWU and DBVN
CEA-Leti
SIB, GeneBIO
ATOS ORIGIN
FORTH
NanoBioEurope2008 LOCCANDIA
Research Teams
• ATOS Origin: Manuel M Pérez-Pérez, Blanca Jordán, José F. Esteban and Carmen Reina
• CEA-LETI: Pierre Grangeat, Laurent Gerfault, Françoise Vinet, Christine Peponnet, Florence Ricoul, Régis Guillemaud, Grégory Strubel, Caroline Paulus, Nicolas Sarrut and Emeline Mery
• DBVN: Harald Tammen, Karl Schorn and Michael Jurgen
• FORTH: Dimitris Kafetzopoulus, Manolis Tsiknakis, Sophie Kaforou, Hara Roumpaki, George Potamias, Haris Kondylakis, Manolis Kalaitz, Vangelis Kritsotakis
• WWU: Jürgen Schnekeburger, Verena Schick, Jasna Peter-Katalinic, Laura Bindila, Rainer Ossig
• SIB: Frederique Lisacek
• GeneBIO:Pierre Alain Binz
Funded by EC contract FP6-034202
24NanoBioEurope2008 Manuel Marcelino Perez
Funded by EC contract FP6-034202
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Funded by EC contract FP6-034202
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5NanoBio 2008 Manuel Marcelino Perez
Funded by EC contract FP6-034202
Plasma
Blood
Solvent Mobile phase
Solvent Mobile phase
Stationary phase
LC –mobile phase– stationary phase
Nano (I)
– Production of new digestion modules.– Design of a new nano-liquid
chromatography (LC) module including a new e-spray tip.
– New retention phase for chromatography module
Funded by EC contract FP6-034202
15NanoBioEurope2008 Manuel M. Perez-Perez