Franco-Brazilian collaboration in Hematology International Research Network on Hematology (IRNH)
New emerging collaboration The genesis of a project: from the late 90s
Analysis of the 677C→T mutation of the Methylenetetrahydrofolate Reductase Gene in Different Ethnic Groups R. F. Franco, A. G. Araújo, J. F. Guerreiro, J. Elion, M. A. Zago Thromb Haemost. 1998 Jan;79(1):119-21.
The phylogeography of mitochondrial DNA haplogroup L3g in Africa and the Atlantic slave trade. Bortoloni MC, Da Silva WA Jr, Zago MA, Elion J, Krishnamoorthy R, Goncalves VF, Pena SD Am. J. Hum. Genet. 75:523–524, 2004 from population genetics… ….to cellular and molecular hematology
Cellular and Molecular Effects of Hydroxycarbamide in Sickle Cell Patients Silva-Pinto AC, de Cássia Viu Carrara R, V.B. Palma P, Zago MA, Elion J, Covas DT Current Pharmacogenomics and Personalized Medicine, 2014, 12, 114-122
15 publications 1998-2015 The genesis of a project (II): from the early 2000s clinical hematology
Host defense and inflammatory gene polymorphisms are associated with outcomes after HLA-identical sibling bone marrow transplantation Vanderson Rocha, Rendrik F. Franco, Raphael Porcher, Henrique Bittencourt, Wilson A. Silva Jr, Aurelien Latouche, Agnes Devergie, Helene Esperou, Patricia Ribaud, Gerard Socie, Marco Antonio Zago, and Eliane Gluckman Blood. 2002 Dec 1;100(12):3908-18
Age-adjusted recipient pretransplantation telomere length and treatment-related mortality after hematopoietic stem cell transplantation.
Peffault de Latour R, Calado RT, Busson M, Abrams J, Adoui N, Robin M, Larghero J, Dhedin N, Xhaard A, Clave E, Charron D, Toubert A, Loiseau P, Socié G, Young NS. Blood. 2012;120(16):3353-9
7 publications 2002-2015 The genesis of a project (III): 2013
USP-Paris-Diderot Symposium on Hematology and Immunology
July 2015
2016-2019
Initial purpose
The purpose of the “International research network on Hematology” (INRH) is to facilitate collaborations around the following topic: Basic and translational research on non-malignant hematological diseases: - sickle cell anemia - aplastic anemia - autoimmune diseases Actions
- integrate activities from different fields: hematology, biochemistry, genetics, genomics, cell biology, immunology, cell therapy, clinical research and allied health sciences - search for funding - exchange of researchers and students, - organization of training courses and scientific meetings - development of training tools Coordination and Partners
French scientific coordinators Eliane Gluckman Laboratoire Eurocord EA4412 IUH Paris Diderot - USPC Jacques Elion UMR_S 1134 Inserm Paris Diderot - USPC
Brazilian scientific coordinators Rodrigo T. Calado Faculdade de Medicina de Ribeirão Preto FMRP-USP Belinda P. Simões Faculdade de Medicina de Ribeirão Preto FMRP-USP Partners
UMR_S 1134 Inserm Paris Diderot Caroline Le Van Kim, Wassim El Nemer, Jacques Elion UMR_S1134I UH Inserm Paris Diderot Antoine Toubert EA4412 IUH Paris Diderot Eliane Gluckman, Régis Peffault de la Tour
UMR_S1163 Imagine Inserm Paris Descartes Olivier Hermine, Marina Cavazzana
Hemocentro FMRP CTC Rodrigo Calado, Belinda Simoes, Dimas Covas, Simone Kashima-Haddad Network themes
Three major themes: - sickle cell anemia - aplastic anemia - autoimmune diseases
Present SCD geographic distribution
Healthy carriers ≈ 5% of the world population 300.000 newborns/year (80% in low income countries) Present SCD geographic distribution
clearly SCD is a global issue SCD incidence Global 1/2,700 Parisian area 1/1,050
SCD incidence 1/300 Sickle Cell Disease 10/15,000 patients in Mainland France 2,500 patients in ovesea territories
Réunion & Mayote Islands population 1 million
France: a country with overseas territories Integrated Red Blood Cell Biology
Paris
UMR_S1134
Guadeloupe
CAribbean network of REsearchers on Pointe-à-Pitre
Sickle cell disease and Thalassemia
Réunion Sickle Cell Disease in Brazil
MA 1:1400
PE 1:1400 BA 1:650 GO 1:1400 Number of births: 3 millions (2012) MG 1:1400 MS 1:8300 ES 1:1800 SP 1:4000 New SCD cases: 2.5 - 3,000 RJ 1:1200 PR e Mean incidence : 1/1000 SC 1:13000 RS 1:13500 HbS: a single mutation but a polysystemic disease
p.Val6Glu → HbS
free Hb NO deoxyHbS twopolymerisation trigerring scavenging factors
Haemolysis
Abnormal adhesion to endothelial cells
Vasoocclusion Acute complications - painful crises - dactilytis
Steinberg M.H., 1999 - acute chest syndrome
Inserm U1134U1134 HbS: a single mutation but a polysystemic disease
p.Val6Glu → HbS Polysystemic chronic complications free Hb NO deoxyHbS twopolymerisation trigerring scavenging Nonhemorrhagic Pulmonary factors Stroke Hypertension
HaemolysisHaemolysis Renal Cholelithiasis Failure Abnormal adhesion to endothelial cells
Priapism Osteonecrosis VasoocclusionVasoocclusion Acute complications Leg (VOC) Bacteremia- painful crises Ulceration - dactilytis
Steinberg M.H., 1999 - acute chest syndrome - splenic sequestration Inserm U1134U1134 Vasoocclusion: a complex mechanism a cascade of interactions between RBC, neutrophils, platelets and activated endothelium - inflammation
intravital microscopy (mouse) RBC (blue), neutrophils (red) adapted from Frenette et al, 2016 The IRNH Work program on SCD I Basic and translational research Jacques Elion and Dimas Covas WP1: Search for modifying genes WP2: Adenosine signaling and pathophysiology of priapism WP3: Innovative approaches for novel biomarkers and anti- adhesive therapies II Clinical research Eliane Gluckman and Belinda P. Simões WP1: Outcome of hematopoietic stem cell transplantation for SCD WP2: Elaboration of transplant protocols with alternative donors WP3: Endothelial damage in SCD WP4: HLA and other genetic polymorphisms in sickle cell disease WP5: Immunological reconstitution after HSCT The IRNH Work program on SCD I Basic and translational research Jacques Elion and Dimas Covas WP1: Search for modifying genes WP2: Adenosine signaling and pathophysiology of priapism WP3: Innovative approaches for novel biomarkers and anti- adhesive therapies II Clinical research Eliane Gluckman and Belinda P. Simões WP1: Outcome of hematopoietic stem cell transplantation for SCD WP2: Elaboration of transplant protocols with alternative donors WP3: Endothelial damage in SCD WP4: HLA and other genetic polymorphisms in sickle cell disease WP5: Immunological reconstitution after HSCT Combined variants
• Cell-to-Cell Signalling and Interaction; • Hematological System Development and Function; • Immune Cell Trafficking. • Cardiac Arrythmia, Cardiovascular Disease; • Cell Morphology.
Histamine Biosynhesis
IL-10 Signaling
Toll-like Receptor Signaling
Arsenate Detoxification I (Glutaredoxin)
PPAR Signaling
Creatine-phosphate Biosynthesis
IL-6 Signaling
Aryl Hydrocarbon Receptor Signaling
Tec Kinase Signaling
NF-kB Signaling
Differential Regulation of Cytokine Production in Intestinal Ephitelial Cells by IL-17A and IL-17F The IRNH Work program on SCD I Basic and translational research Jacques Elion and Dimas Covas WP1: Search for modifying genes WP2: Adenosine signaling and pathophysiology of priapism WP3: Innovative approaches for novel biomarkers and anti- adhesive therapies II Clinical research Eliane Gluckman and Belinda P. Simões WP1: Outcome of hematopoietic stem cell transplantation for SCD WP2: Elaboration of transplant protocols with alternative donors WP3: Endothelial damage in SCD WP4: HLA and other genetic polymorphisms in sickle cell disease WP5: Immunological reconstitution after HSCT The IRNH Work program on SCD I Basic and translational research Jacques Elion and Dimas Covas WP1: Search for modifying genes WP2: Adenosine signaling and pathophysiology of priapism WP3: Innovative approaches for novel biomarkers and anti- adhesive therapies II Clinical research Sickle cell disease: an international Elianesurvey of Gluckman results of HLA-identical and Belinda sibling P. hematopoietic Simões WP1:stem cell Outcome transplantation. of hematopoietic stem cell transplantation for SCD Gluckman E1,2, Cappelli B2, Bernaudin F3, Labopin M4, Volt F1,2, Carreras J5, Pinto Simões B6, Ferster A7, Dupont S8, de la WP2:Fuente J9 ,ElaborationDalle JH10, Zecca M11 of, Walters transplant MC12, Krishnamurti protocols L13, Bhatia withM14, Leung alternative K15, Yanik G16, Kurtzberg donors J17, Dhedin N18, Kuentz M3, Michel G19, Apperley J20, Lutz P21, Neven B22, Bertrand Y23, Vannier JP24, Ayas M25, Cavazzana WP3:M26,27,28, Matthes-Martin Endothelial S29, Rochadamage V1,30,31, Elayoubi in SCD H1,2, Kenzey C1,2, Bader P32, Locatelli F33,34, Ruggeri A1,2,35, Eapen M5; Eurocord, the Pediatric Working Party of the European Society for Blood and Marrow Transplantation, and the WP4:Center for HLA International and Blood other and Marrowgenetic Transplant polymorphisms Research. in sickle cell disease WP5:Blood. 2017 Immunological Mar 16;129(11):1548-1556. reconstitution after HSCT Actions
- integrate activities from different fields: hematology, biochemistry, genetics, genomics, cell biology, immunology, cell therapy, clinical research and allied health sciences - search for funding - exchange of researchers and students, - organization of training courses and scientific meetings - development of training tools Actions
- integrate activities from different fields: hematology, biochemistry, genetics, genomics, cell biology, immunology, cell therapy, clinical research and allied health sciences - search for funding COFECUB-CAPES COFECUB-USP Idex Brésil USPC Actions
- integrate activities from different fields: hematology, biochemistry, genetics, genomics, cell biology, immunology, cell therapy, clinical research and allied health sciences - search for funding - exchange of researchers and students 20 short term exchanges of researchers 2 visiting professorships to Brasil 6 PhD thesis codirected or cotutelle 1 Frenc postdoc in Brasil Actions
- integrate activities from different fields: hematology, biochemistry, genetics, genomics, cell biology, immunology, cell therapy, clinical research and allied health sciences - search for funding - exchange of researchers and students, - organization of training courses and scientific meetings USP-USPC IRNH Inaugural Meeting, São Paulo/Ribeirão Preto, 2015 USPC-USP Hematology/Bioinformatics Meeting, Paris, 2016 Projects
Based on Laboratory of excellence GR-Ex
Université de Paris COMPREHENSIVE PLATFORM
French Laboratory of Excellence on the Red Cell (GR-Ex) COMPREHENSIVE PLATFORM
French Laboratory of Excellence on the Red Cell (GR-Ex)
International Research Network on Hematology (IRNH) COMPREHENSIVE PLATFORM
French Laboratory of Excellence Coordinator: Olivier Hermine on the Red Cell (GR-Ex)Co-cordinator: Caroline Ke Van Kim
GENOMIC PLATFORM
The Imagine genomic platform is equipped with
• Two high throughput next generation sequencers HiSeq2500, Illumina • One next generation sequencer Ion Torrent PGM (Personal Genome Machine), Life Technologies • One next generation sequencer MiSeq, Illumina • A GeneChip microarray plateform, Affymetrix
Other equipment
• DNA shearing: Covaris S2, Covaris E220, Hydroshear, GeneMachines • Capillary electrophoresis: Bioanalyseur 2100 et Tape Station 2200 Agilent Technologies • Nucleic acids measurement: Nanodrop ND-1000 spectrophotometer (Thermo Scientific), QuBit • fluorimeter (Invitrogen), real time PCR StepOnePlus (Life Technologies) GENE EXPRESSION PLATFORM
Eric Soler part of the epigenetic/gene regulation network in France A GENE REGULATORY Identification and functional characterization of novel NETWORK transcription factor complexes
- Proteomics analysis of Transcription factor complexes (IP-MS) - Genome-wide analysis of transcription factor binding sites (ChIP-Seq) - Functional characterization of enhancer elements PROTEOMICS GENOMICS (CRISPR/CAS9) (Soler et al. Genes Dev 2010; Stadhouders et al. Nat Comm. (in revision)) B Dynamics of genome organization and impact on gene FACS expression Sequential analyses on sorted cell populations II III - Transcriptome (RNA-Seq) - Dynamics of Transcription factor occupancy
CD71 I (ChIP-Seq) - Chromatin structure (3C-Seq) (Soler et al. Methods 2011; Stadhouders et al. Ter119 Nat Protoc. 2013) PROTEOMIC PLATFORM
Deep proteomic analysis of erythroid differentiation
Partner 6 : Emilie-Fleur Gautier, Sarah Ducamp, Catherine Lacombe, Frédérique Verdier, Yael Zermati and Patrick Mayeux Partner 13 : Marie Catherine Giarratana and Luc Douay Paris Descartes University proteomic platform (3P5): Marjorie Leduc, Virginie Salnot and François Guillonneau
1. Evolution of the erythroblast proteome along erythroid differentiation
Optimization of erythroid culture methods to improve the synchronisation of terminal differentiation steps
Proteomic analyses - Relative expression of 2730 proteins mesured by ITRAQ labelling - Absolute expression of 6300 proteins mesured by label-free analysis (as copy number per cell) - Evolution of ribosome biogenesis mesured by pulsed Silac and related to the induction of terminal differentiation PROTEOMIC PLATFORM
Deep proteomic analysis of erythroid differentiation
Partner 6 : Emilie-Fleur Gautier, Sarah Ducamp, Catherine Lacombe, Frédérique Verdier, Yael Zermati and Patrick Mayeux Partner 13 : Marie Catherine Giarratana and Luc Douay Paris Descartes University proteomic platform (3P5): Marjorie Leduc, Virginie Salnot and François Guillonneau
1. Evolution of the erythroblast proteome along erythroid differentiation
ErythropoiesisOptimization of erythroid culture in SCDmethods toand improve mechanisms the synchronisation of terminalof the differentiation switch steps of globins expression Wassim El Nemer, Sara El Hoss Institut national de la santé et de la recherche médicale
Proteomic analyses -Alexander, Relative expression Jonathan, of 2730 proteins Simone mesured Kashima, by ITRAQ Prof labelling Dimas - Absolute expression of 6300 proteins mesured by label-free analysis (as copy number per cell) - Evolution of ribosome biogenesis mesured by pulsed Silac and related to the induction of terminal differentiation Proteomics Conventional NewBorn ScreeningFAPESP-PIPE methods project
Isoelectric focusing (IEF) CapillaryDr Patrickelectrophoresis Ducoroy, France Confirmatory tests
Hbs separated according to charge- IEF - HPLC - Capillary electrophoresis HPLC Dra Sandra Rodriguez Pereira Faça, Hbs separatedIncubadora SUPERA according (USP – Ribeirão to charge Preto) /polarity)
70-80.000 tests/year
Innovative high throughput NBS methods Mass spectrometry (MALDI-TOF) Globin chains separated according to mass 2-300.000 tests/year METABOLOMIC PLATFORM
Partner 11: Lydie Oliveira, funded by GR-Ex, Christophe Junot and Paul-Henri Roméo Two laboratories: LEMM (CEA-Saclay) and LRTS (CEA-Fontenay-aux-Roses) Fingerprinting Data processing Multivariate statistical analysis by LC-ESI HRMS Samples 100 EXPOSED Metabolite 90 4000 Collection 80 3000
70 CONTROLS extraction 2000 Biomarker 60 of blood 1000 50 0 identification (Boiling RBCs in 40 t[2]O samples Abundance Relative -1000 30 -2000 water) 20
10 -3000
0 -4000 0 20 40 60 80 100 120 140 Time (min)
VARIABLES (RT-MASSES) -4000 -3000 -2000 -1000 0 1000 2000 3000 4000 t[1]P
Use of 3 chromatographic High Resolution Mass Spectrometry methods to achieve an (HRMS): more detected metabolites
1% Amino Acids optimal metabolome coverage and to improved identifications 2% 4% Hydroxy Acids
6% Monocarboxylic Acids
3% Dicarboxylic Acids 33% RP-C8 / RP-C18 3% Tricarboxylic Acids Aromatic Acids Resolution Mass accuracy 5% Keto Acids
Carbohydrates C10H15O4 Alcohols and Polyols
Databases 15% Polyamines
Pyridines and derivatives
PentaFluoroPhenylPropyl 9% Nucleosides, Nucleotides, 2% and Analogues Carnitines and derivatives (PFPP) 6% 8% 2% Ketones 1% Others
205 metabolites detected, identified or annotated in ZICpHILIC RBC extracts FLOW CELL IMAGING PLATFORM
Partner 1 : Michaël Dussiot, Olivier Hermine Imagine Institute : Olivier Pellé, Meriem Garfa-Traore, Nicolas Goudin SFR Necker: Corinne Cordier, Jérôme Megret Imaging Flow Cytometry (Imagestream System) The ImageStreamX Mark II (AMNIS) fully ISX MKII Excitation Lasers integrates the features of classical flow cytometry 375nm 70mw Laser 561nm 200mw Laser and fluorescence microscopy combined with (DAPI, Hoechst, Pacific Blue…) (PE, Spectrum Orange…) extended software for digital image analysis.
405nm 120mw Laser 642nm 150mw Laser (DAPI, Hoechst, Pacific Blue…) (AF647, Cy5, APC, APCCy7…) ImageStreamX MKII Imaging Flow Cytometer • Brightfield, darkfield, and several fluorescent 488nm 200 or 400mw 785nm 70mw Laser images at high speed (FITC, PE, PI, ECD, PerCP…) (SSC in channel 6 or 12) IDEAS® Statistical Image Analysis Software • Quantitative cellular image analysis and population statistics Erythro-phagocytosis Results Applications
*** • Translocation 0,2X *** *** • Co-localization RBC *** *** 40 * • Cell classification 0,5X RBC 30 • Cell cycle
20 • Apoptosis
1X 10 Spot Count_Peak Spot RBC (M03, Channel 3, Bright, 23) Bright, 3, Channel (M03, 0
X X X C .5 1 0.2 0 o 60 r X ro o c 1 c cr 1X RBC Ma ro Ma Ma c 60°C Ma RED CELL PHYSIOLOGY PLATFORMS
Wassim El Nemer, Yves Colin Aronovicz, SID4Bio Caroline Le Van Kim
Dynamic Adhesion Platform (cellular interactions of blood cells) 600 Type 1 500 Type 2
400 2 Type 3 ECM purified proteins: 300 • Lamin Lorrca Flow cytometry Stopped-flow (Membrane transport) A full panel of surface proteins Marker 1 RED CELL PHYSIOLOGY PLATFORMS Wassim El Nemer, Yves Colin Aronovicz, SID4Bio Caroline Le Van Kim Simone Kashima, Yann Lamarre Dynamic Adhesion Platform (cellular interactions of blood cells) 600 Type 1 500 Type 2 400 2 Type 3 ECM purified proteins: 300 • Lamin Lorrca Flow cytometry Stopped-flow (Membrane transport) A full panel of surface proteins Marker 1 MICROFLUIDIC PLATFORM Partner 14: Pierre Buffet and Partner 2: Yves Colin Aronovicz/Caroline Le Van Kim Microfluidics to deconvolute the intensity and mechanisms of interactions between RBC and the human spleen Application Screening approach for compounds blocking the transmission of malaria (Duez et al. Submitted) Funding from the Gates Foundation and GSK MICROFLUIDIC PLATFORM Partner 14: Pierre Buffet and Partner 2: Yves Colin Aronovicz/Caroline Le Van Kim Microfluidics to deconvolute the intensity and mechanisms of interactions between RBC and the human spleen Wassim El Nemer Lizarralde Iragorri MA, El Hoss S, Brousse V, Lefevre SD, Dussiot M, Xu T, Ferreira AR, Lamarre Y, Silva Pinto AC, Kashima S, Lapouméroulie C, Covas DT, Le Van Kim C, Colin Y, Elion J, Français O, Le Pioufle B, El Nemer W. A microfluidic approach to study the effect of mechanicalApplication stress on erythrocytes in sickle cell disease. Screening approach for compounds Lab Chip. 2018 Sep 26;18(19):2975-2984. blocking the transmission of malaria (Duez et al. Submitted) Funding from the Gates Foundation and GSK INTRAVITAL VIDEO MICROSCOPY PLATFORM Partner 8 : Pierre-Louis Tharaux, Pierre Nivoit (funded by the GR-Ex) Intravital video microscopy to investigate the murine cremaster muscle microcirculation Intravital microscopy MEMBRANE PROTEIN STRUCTURE STUDIES Experimental + In silico approaches Structure modeling TM protein purification approaches Não é possível exibir esta imagem no momento. Transfected cells Mechanistic of solute / ion transports across the red cell membrane alcalinisation Proteoliposomes Energy activatio n Molecular Dynamics Catherine Etchebest Functional studies by stopped-flow fluorometry MEMBRANE PROTEIN STRUCTURE STUDIES Experimental + In silico approaches Structure modeling TM protein purification approaches Não é possível exibir esta imagem no momento. Transfected cells Catherine Etchebest Mechanistic of solute / ion transports across Fernandothe red Barroso, cell membrane FCFRP alcalinisation Proteoliposomes Energy activatio n Molecular Dynamics Functional studies by stopped-flow fluorometry SINGLE CELL ANALYSIS genomics single cell transcriptomics (…proteomics) Wilson Silva Jr Rodrigo Panepucci Inserm Tokyo UMR1134 99 Cohort of 2,000 SCD Patients Projects on SCD Heterogeneity of Hb F expression Wassim El Nemer Simone Kashima, Dimas Covas Abnormal erythropoiesis Wassim El Nemer and Olivier Hermine Simone Kashima, Dimas Covas Fighting inflammation Olivier Hermine Catherine Etchebest Renato Monteiro Niels Camara Biomedical Science Institute USP Gene therapy Marina Cavazzana Vanderson Rocha, Renato Cunha Franco-Brazilian collaboration in Hematology International Research Network on Hematology (IRNH) New emerging collaboration Collaborators at Hematology Center (Hemocentro) Fernando Ferreira Costa Genomics Lab Hemocentro Nicola Conran Vascular Inflammation Lab Research Interests: - Genetic and pathophysiological aspects of hemoglobinopathies (especially sickle cell disease) Vascular Inflammation Laboratory - Inflammatory mechanisms of hemolysis Current Collaborative Project : Use of an in vitro microfluidic assay to investigate a role for platelets in neutrophil recruitment in sickle cell anemia Support: Process Fapesp 2014/009843 (Thematic Project) Biologie Intégrée du Globule Rouge, UMR_S1134, Paris Caroline Le Van Kim, Pr. Bérengère Koehl, M.D., Ph.D. Mickaël Marin, B.Sc. (Microfluidics engineer) Yves Colin Aronovicz, Ph.D. Wassim Nemer, Ph.D. Jacques Elion, M.D., Ph.D. Red cell research group, UNICAMP, Brazil Nicola Conran, Ph.D. Fernando Ferreira Costa, M.D., Ph.D. Hanan Chwieh, Ph.D. Student Flavia Costa Leonardo, Ph.D. Funded by Fapesp 2014/009843 (Thematic Project): Visit by Hanan Chweih (PhD Student, UNICAMP) to INTS, Paris Visit by Eng. Michael Marin (INTS, Paris) to Hemocentro, UNICAMP Visit by Bérèngere Koehl (INTS, Paris) to Hemocentro, UNICAMP Future Grants? Grant requested from FAPESP as part of a “Thematic Project” Grant Proposal “Collaborative Project Proposal – Defining vaso-occlusion and approaches for its reversal”. Principal Investigators: Nicola Conran Zorzetto/ Caroline Le Van Kim/ Bérengère Koehl (INTS, Paris) Instituitions: Centro de Hematologia e Hemoterapia, UNICAMP / Biologie Intégrée du Globule Rouge, UMR_S 1134, INTS, Paris, France Duration: 4 years (Post doctoral project) Post doctoral fellow: To be recruited Red Cell Disease research group, Hemocentro (Blood Center), UNICAMP, Brazil Nicola Conran, Ph.D.: Laboratory of Vascular Inflammation Fernando Ferreira Costa, M.D., Ph.D.: Laboratory of Genomics Hanan Chwieh, M.Sc., Ph.D. Laboratory of Vascular Inflammation Flávia Costa Leonardo, Ph.D.: Laboratory of Vascular Inflammation Carla Franco Penteado, Ph.D.: Laboratory of Genomics Biologie Intégrée du Globule Rouge, UMR_S 1134, INTS, Paris, France Caroline Le Van Kim, Ph.D. Bérengère Koehl, M.D., Ph.D. Mickaël Marin, B.Sc. (Microfluidics engineer) Merci Obrigado