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Secuenciación masiva en el estudio de las enfermedades hepáticas: aplicaciones y retos
Josep Quer
[email protected]
Liver Unit. Vall d’Hebron Institut of Research (VHIR). Hospital Universitari Vall d’Hebron (HUVH). Univers. A utònoma de Barcelona. Ciber Enfermedades Hepáticas y Digestivas (Ciberehd) del Instituto de Salud Carlos III. Madrid.
Sociedad Española de Virologia (SEV).
MASSIVE SEQUENCING?
MASSIVE SEQUENCING or NEXT GENERATION SEQUENCING (NGS) or DEEP SEQUENCING or
MASSIVE PARALLEL SEQUENCING
Sequencing of 100.000 to Millions (1,000,000-­‐ 43 billion) of DNA fragments (50-­‐1000 bases each) per instrument run at the same time (in parallel).
Platforms 2015 (size of reads):
üIllumina (Solexa) sequencing: 100-­‐150bp
üRoche 454 sequencing (Roche): 400-­‐1000bp
üIon torrent:Proton/PGM sequencing (Thermo Fisher Scientific): ~200bp
üSOLiD sequencing (Applied Biosystems): 50-­‐60bp
History of Human Genome Sequencing.
From SANGER to NGS
Human Genome
Project (HGP). Public
Consortium
13 years
(3Gb)
1950
1960
1953 discovery
Double helix
structure of DNA
Rosalind Elsie
Franklin,
Watson
y Crick
1970
1980
1977
1983
Sanger PCR
sequencing
Kary Mullis
method
1990
1990
HGP
Start
2015: One human
genome
(3Gb=3000Mb) can be sequenced within a single day
James Watson´s
genome
1 month
(3Gb)
2000
2003
HGP
Completed
Classical Sanger Sequencing
2007
NGS
5 days (5Gb= 1,5 genomes) 2009
NGS
1 human genome = 3000Mb = 3 Gb
ü2504 individuals
üFrom 26 populations
ü84.7M SNPs (single nucelotide
polymorphisms)
ü3.6 M INDELS (insertions and deletions)
ü60,000 structural variants
1000 Genomes Project Consortium, A uton A, et al. Nature 2015;526;7571;68-­‐74
EXAMPLE OF CLINICAL APPLICATION of MASSIVE PARALLEL SEQUENCING
Gustavo Palacios et al NEJM 2008;;358(10):991-­8
To sequence a DNA or RNA genome we only need to know both ends.
Single stranded library
500000 cells
NEJM 2008;;358(10):991-­8
Se identificó un nuevo ARENAVIRUS relacionado con el Virus de la Coriomeningitis Linfocítica.
SOME BIG SEQUENCING PROJECTS
http://www.1000geno
mes.org
Secuenciación masiva en el estudio de las enfermedades hepáticas: aplicaciones y retos
CAUSES OF LIVER DISEASE (>30)
Algille síndrome (genetic alteration)
Alcohol hepatopathy (drugs or toxins)
Alpha 1 Anti-­‐Trypsin Deficiency (genetic alteration)
Amebic liver abscess (parasite Entamoeba histolytica) (infectious agent)
Autoimmune Hepatitis ( not infectious, generally not considered an inherited, ? ??)
Biliar Atresia (complex process, not genetic alteration)
Cirrhosis (multiple causes, infectious agents, genetics, drugs, toxins)
Coccidioidomycosis or Valley fever (spores fungus Coccidioides immitis) (infectious agent)
Cystic disease of t he liver: Caroli’s syndrome (inherited) ; Congenital hepatic fibrosis (probably inherited)
Drug-­‐induced liver injury (drugs or toxins)
Drug-­‐induced cholestasis (drugs or toxins)
Fattly liver disease (Disease progression depends of a combination of genetic and environmental factors and Alcoholism
Viral infections (HBV, HCV, HDV) Metabolic diseases: (alpha-­‐1 -­‐antitrypsin deficiency, galactosemia and glycogen storage disorders) Wilson disease Hemochromatosis, Primary biliary cirrhosis (PBC) Primary sclerosing cholangitis PSC)
Toxic hepatitis (drugs, toxins and repeated bouts of heart failure with l iver congestion.)
is a ffected b y l ifestyle c hoices a nd o ther factors such a s the gut microbiome . Galactosemia (genetic alteration)
Gallstones (unknown, genetic alteration?)
Gilbert´s Syndrome (genetic alteration)
Hemochromatosis (genetic alteration)
Liver CANCER: hepatocellular carcinoma (HCC), cholangiocarcinoma, metastases (multiple c auses, infectious a gents, g enetics, epigenetic changes, d rugs, toxins…). Liver disease in pregnancy (unknown)
Lysosomal Acid Lipase Deficiency (LALD) (genetic alteration)
Neonatal Hepatitis (virus?)
Primary Biliary Cirrhosis (autoimmune caused by a virus?)
Primary Sclerosing Cholangitis (genetic alteration)
Porphyria (genetic alteration)
Pyogenic liver abscess (infectious agent)
Reye´s Syndrome (infectious agent, genetic alteration?)
Sarcoidosis (unknown cause) Toxic Hepatitis (chemicals =drugs, industrial solvents and pollutants)
Type 1 Glycogen Storage Disease (genetic alteration)
Tyrosinemia (genetic alteration)
Wilson Disease (genetic alteration)
VIRAL HEPATITIS (infectious agent)
Molecular “SIGNATURE”:
-­‐Patient stratification
-­‐Prognosis value
-­‐Treatment selection
-­‐Biomarker identification
(a m esurable indicator of t he severity or presence of some disease state)
Rodés J & Guardia J M ed.Interna Tomos I y II
EASL.HEPAMAP: Martin P. Approach to the patient with liver disease. In: Goldman L, S chafer AI, eds. Goldman's Cecil M edicine. 24th ed. Philadelphia, PA: Saunders Elsevier; 2011:chap 148.
https://www.nlm.nih.gov
http://www.liver.ca/liver-­‐disease/types/
https://www.nlm.nih.gov/medlineplus/ency/article/000205.htm
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FENOTIPO
Ritchie MD et al Nat Reviews/Genetics 2015; 1 6:85-­‐97
MOLECULAR SIGNATURES for HCC:
-­Patient stratification
-­Prognosis value
-­Treatment selection
GENOMA
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Ritchie MD et al Nat Reviews/Genetics 2015; 1 6:85-­‐97
GENOMA
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FENOTIPO
Ritchie MD et al Nat Reviews/Genetics 2015; 1 6:85-­‐97
Methylation along
HBV integrated viral genome. From
chronic infection to advanced HCC.
Genome Research 2009;; 19:438-­451
GENOMA
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Ritchie MD et al Nat Reviews/Genetics 2015; 1 6:85-­‐97
GENOMA
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Ritchie MD et al Nat Reviews/Genetics 2015; 1 6:85-­‐97
MOLECULAR SIGNATURES in Liver
Disease:
-­ long non-­coding RNAs
-­ Micro RNA
ENVIRONMENT
FROM GENOME TO PHENOTYPE
PRECISION MEDICINE
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MASSIVE PARALLEL SEQUENCING
Ritchie MD et al Nat Reviews/Genetics 2015; 16:85-­‐97
Big data: Storage, Methods of Integrating data, Data managing
(BIOINFORMATICS)
Translational Biomedical Research
WORKFLOW: From patient to final Report
RNA/DNA Isolation
Capp
Med
Target Enrichment
2nd and 3rd
Analysis
GeneWEAVE
Library Preparation
Sequencing. New platforms
Reporting
Roche-­‐
AVENIO
Translational Biomedical Research
WORKFLOW: From patient to final Report
RNA/DNA Isolation
1.-­‐
EXPERIMENT DESIGN (selection of the best targets)
2nd and 3rd
Analysis
Target Enrichment
2.-­‐ SAMPLING:
“the less invasive the best“ Library Preparation
Sequencing. New platforms
Reporting
WORKFLOW: FROM GENOME TO PHENOTYPE
RNA/DNA Isolation
Capp
Med
Target Enrichment
2nd and 3rd
Analysis
GeneWEAVE
Library Preparation
Sequencing. New platforms
Reporting
Roche-­‐
AVENIO
La investigación Biomédica Traslacional requiere del trabajo coordinado de equipos
MULTIDISCIPLINARIOS formados por profesionales de diferentes ámbitos.
CAUSES OF LIVER DISEASE
HEPAMAP: EASL http://www.easl.eu/medias/E
ASLimg/News/EASL_HEPAMA
P_Full_Report.pdf
Algille síndrome (genetic alteration)
Alcohol hepatopathy (drugs or toxins)
Alpha 1 Anti-­‐Trypsin Deficiency (genetic alteration)
Amebic liver abscess (parasite Entamoeba histolytica) (infectious agent)
Autoimmune Hepatitis (not infectious, generally not considered an inherited, genetic alteration)
Biliar Atresia (complex process, not genetic alteration)
Cirrhosis (multiple causes, infectious agents, genetics, drugs, toxins)
Coccidioidomycosis or Valley fever (spores fungus Coccidioides immitis) (infectious agent)
Cystic disease of t he liver: Caroli’s syndrome (inherited) ; Congenital hepatic fibrosis (probably inherited)
Drug-­‐induced liver injury (drugs or toxins)
Drug-­‐induced cholestasis (drugs or toxins)
Fattly liver disease (Disease progression depends of a c ombination of genetic and environmental factors and i s affected by l ifestyle c hoices and other factors such a s the gut microbiome . Galactosemia (genetic alteration)
Gallstones (unknown, genetic alteration?)
Gilbert´s Syndrome (genetic alteration)
Hemochromatosis (genetic alteration)
Liver CANCER: hepatocellular carcinoma (HCC), cholangiocarcinoma, metastases (multiple causes, infectious agents, genetics, epigenetic c hanges, drugs, toxins…). Liver disease in pregnancy (unknown)
Lysosomal Acid Lipase Deficiency (LALD) (genetic alteration)
Neonatal Hepatitis (virus?)
Primary Biliary Cirrhosis (autoimmune caused by a virus?)
Primary Sclerosing Cholangitis (genetic alteration)
Porphyria (genetic alteration)
Pyogenic liver abscess (infectious agent)
Reye´s Syndrome (infectious agent, genetic alteration?)
Sarcoidosis (unknown cause) Toxic Hepatitis (chemicals =drugs, i ndustrial solvents and pollutants)
Type 1 Glycogen Storage Disease (genetic alteration)
Tyrosinemia (genetic alteration)
Wilson Disease (genetic alteration)
VIRAL HEPATITIS (infectious agent)
Genetic “SIGNATURE”:
-­‐Genetic alteration
-­‐Epigenetics
-­‐Genetic predisposition
-­‐Effect of gut microbiota
(Llopis M et al Gut 2015; Dec 15. I ntestinal microbiota contributes to individual susceptibility to alcoholic liver disease)
...
-­‐Infectious agents: VIRUS...
THE MINIMUM DISTANCE BETWEEN GENOME AND PHENOTYPE= VIRUS Example HEPATITIS C Virus (HCV) 93
HCV plasma pre-­‐treatment with NS5Ai
HCV plasma at failure after treatment with NS5Ai
QUASISPECIES. POPULATION OF SEQUENCES
MASSIVE PARALLEL SEQUENCING
= thousand of seqs
BEST TOOL to STUDY population
of sequences
SANGER SEQUENCING = 1 seq (CONSENSUS)
1 to 1010-­1012
CONSENSUS
1
24
COMBINATION THERAPY IS THE BEST STRATEGY TO FIGHT AGAINST HIGHLY VARIABLE SYSTEMS:
-­RNA VIRUS
-­ ONCOLOGY
RNA VIRUS
ONCOLOGY
1989 Esteban Domingo
J.Hepatol 2012; 56:1343-­‐50
http:www.hepmag.com
HCV DRUG TARGETS. DAA = Direct Acting Antivirals
STRUCTURAL
NO STRUCTURAL
3‘UTR
5‘NCR
PROTEASE Inhibitors (PI)
Block active site viral enzyme
-­‐PREVIR
LOW BR
1st Gen.1st wave (G1):
TELAPREVIR (TVR) *
BOCEPREVIR (BOC) *
1st Gen.2nd wave (all G except 3)
SIMEPREVIR (SMV) *
ASUNAPREVIR &
PARITAPREVIR/ritonavir*
VANIPREVIR (MK-­‐7009)
DANOPREVIR
HIGHER BR
2nd Generation. Pangenotyping less
efective for G3:
MK-­‐5 172 (Grazoprevir-­‐GRZ) #
ACH-­‐2 684
NS5A Inhibitors (NS5AI)
Block Replication complex, particle
assembly & release
-­‐A SVIR
LOW BR
1st Gen. (G1 and G4. Other genotypes
variable)
DACLATASVIR (DCV) *
LEDIPASVIR *
OMBITASVIR (ABT-­‐2 67) *
Slighlty HIGHER BR
2nd Gen. (Pangenotyping) MK-­‐8 742 (Elbasvir-­‐EBR) #
GS-­‐5 816 (Velpatasvir-­‐VEL) #
ACH3102
SAMATASVIR (IDX719)
October 10th, 2014 F DA / December 15th 2014 AEMPS
ORAL I FN-­‐free treatment.
HARVONI: LEDIPASVIR+SOFOSBUVIR(1pill).
NS5B Non-­‐Nucloes(t)ide Inhibitors (Non-­‐
Nucs or NNI)
Allosteric site. Change tridimensional structure
-­‐BUVIR
NS5B Nucloes(t)ide Inhibitors (Nucs or NI)
Block active site.
Inhibits RNA elongation
-­‐BUVIR
HIGH BR
Pangenotyping (less SVR G3). GS-­‐7 977=SOFOSBUVIR (SOF) *
MERACITABINE #
ACH-­‐3 422
IDX21437
IDX21459
LOW BR
Narrow genotyping coverage
DASABUVIR (ABT-­‐3 33)*
DELEOBUVIR #
BMS-­‐7 91325 (Beclabuvir) #
PPI-­‐3 83
GS-­‐9 669
TMC647055
December 19th 2014 FDA / M arch 2015 AEMPS
ORAL I FN-­‐free treatment (+/-­‐Ribavirina). VIEKIRAX: OMBITASVIR-­‐PARITAPREVIR-­‐ritonavir (2p/1xday) +
EXVIERA: DASABUVIR (1pill twice a day)
In real life: 5-­‐10% of TREATMENTS are FAILING
AT FAILURE, RESISTANCE MUTATIONS (RAVs) are selected, and can be CROSS-­‐RESISTANT to other INHIBITORS of the same family!!!
26
...
CUSTOMIZED TREATMENTS. NEED OBJECTIVE DATA
PRECISION MEDICINE
vVIRUS
vPATIENT
vCOMBINATION OF INHIBITORS (DAAs)
VIRUS:
ØSUBTYPE
ØMIXED INFECTIONS
ØRESISTANCE MUTATIONS
MASSIVE PARALLEL SEQUENCING
Sarrazin C. J.Hepatol. 2016;;64:486-­504
PATIENT:
ØFIBROSIS DEGREE
ØTREATMENT-­‐EXPERIENCED
ØDRUG INTERACTIONS
27
CDTI (Centro para el Desarrollo Tecnológico Industrial), Spanish Ministry of Economics and Competitiveness (MINECO)
CDTI Project Ref. IDI-­‐20110115
IP. JUAN IGNACIO ESTEBAN
HCV and HBV quasiespecies and genetics polymorphism studies associated to response to antiviral treatment using Pyrosequencing.
ALLOWS: HCV Subtyping (to identify 67 subtypes) and Detection of Mixed Infections (more than one HCV subtype in a serum sample)
454 / GS-­Junior
v60000-­192.000 sequences=reads (Passed filter wells)
v 500-­800nts
Quer J et al. J.Clin.Microbiol. 2015; Jan 53(1):219-­‐26
Antonio Madejón
Javier García-­‐Samaniego
Ricardo Moreno
Paloma Sanz-­‐Cameno Rosa López-­‐Rodríguez
Sofía Pérez del Pulgar Xavier Forns
Manolo Romero-­‐Gómez Jose Antonio del Campo
Esteban Domingo
Celia Perales
Julie Sheldon
Francisco Rodríguez-­‐Frías
María Buti David García-­‐Cehic
Rosario Casillas
María Blasi
María Homs
David Tabernero
Leo Nieto
María Cubero
Silvia Sauleda
Marta Bes
Andrea Caballero
Rafael Esteban
Jaume Guardia
Juan Ignacio Esteban
Carlos Briones
Jordi Gómez
Javier Salmerón Paloma Muñoz de Rueda Rosa Quiles-­‐Pérez Ángela Extremera
Chalom Sayada
Dimitri González
Josep Gregori
Miguel Alvárez-­‐Tejado
José Manuel Muñoz
CENTRAL LABORATORIES
Dr. Ernesto Casis
MICROBIOLOGY DEPARTMENT Dr. Tomas Pumarola
TRASLATION
LIVER PATHOLOGY UNIT
Dr. Francisco Rodríguez Frías
Left-­‐right: Maria Buti, Josep Gregori, Damir Garcia-­‐Cehic, Francisco Rodríguez-­‐Frias, Joan Ignasi Esteban, Josep Quer and Rafael Esteban
30
SUMMARY:
USE OF MASSIVE PARALLEL SEQUENCING TO STUDY HCV INFECTION
Ø HCV Subtyping identification of 67 subtypes.
Re-­‐classification can be performed if references are updated
Ø Detection of Mixed Infections.
Ø PROFILE OF RESISTANCE MUTATIONS.
Ø To perform EPIDEMIOLOGICAL studies.
31
Secuenciación masiva. 2016 NEXT-­‐NEXT GENERATION SEQUENCING SINGLE MOLECULE REAL-­‐TIME (SMRT) sequencing
Roche-­‐AVENIO
MASSIVE PARALLEL SEQUENCING. 2016
Roche-­‐AVENIO
One SMRT cell = 400,000 to 1,000,000 reads (5-­‐12 GS-­‐Junior)
Roche-­‐AVENIO
DNA fragments 100bp-­‐20kb
Circular sequencing
(max.70kb)
20,000nts x 1,000,000reads = 20,000,000,000nts = 6 human genomes/SMRTcell
Roche-­‐AVENIO = 16 SMRT cells
Secuenciación De novo, genoma completo: Las lecturas largas (20,000nts) permitirán realizar la secuenciación de genomas completos, gracias a la facilidad de ensamblado y alineamiento. Soluciona la lectura de zonas altamente repetitivas (islas GC;; GGGGCC…)
Roche-­‐AVENIO
NANOPORE TECHNOLOGY
¿
?
+ Columbia & Harvard University
http://www.geniachip.com/
PEG-­‐labeled
nucleotides
a-­‐HL pore embedded in a lipid bilayer membrane
Measure of current change caused by passage through the nanopore of each of the four
different tags released during polymerase reaction = It generates an electronic
signature. To handle “read lengths” of several thousand nucleotide bases.
Alfa hemolisina (a-­‐HL): bacterial toxin capable of forming pores in red blood
cells and other cells causing cell lysis.
5 runs/day/plate
$100/ genome
Many thanks!
LIVER DISEASE UNIT VALL D’HEBRON INSTITUT OF RESEARCH (VHIR)
HOSPITAL UNIVERSITARI VALL D’HEBRON (HUVH)
BARCELONA
ONLY THE INCOMPETENT COMPETE,
THE COMPETENT COLLABORATE
Eudald Carbonell (Catalan Antropologist. Atapuerca’s CoDirector)
“Science is a choral activity, in which Multidisciplinary teams share the same lyrics/objectives”