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Integrative Analysis of Epigenomics and Expression
      data in an Immune Cell Proliferation System




                         Esteban Ballestar

                       Chromatin and Disease Group
             Cancer Epigenetics and Biology Programme (PEBC)
               Bellvitge Medical Research Institute (IDIBELL)
                             Barcelona,
                             Barcelona Spain
                           eballestar@idibell.org
                                                                PEBC
COST‐STATEGRA Workshop
DNA methylation is the most studied epigenetic modification
  Methyl group introduced in the 5’ position of cytosine

  In CG dinucleotides

  Methylation of promoter CpG islands leads to transcriptional silencing
      y          p         p                           p               g

                             Gene                          DNA repeats
          Promoter &
          CpG is land          Body of the gene


         HDAC     HDAC        HDAC
          MBD      MBD        MBD


                         E1              E2       E3

                         x         SILENCING
                              GENE EXPRESSION




  Inactive X‐chromosome, imprinted and tissue‐specific genes

  Maintained by
  M i t i d b DNA methyltransferases. Id tit of active d
                    th lt    f        Identity f ti demethylases
                                                         th l
  controversial
Molecular anatomy of CpG sites in chromatin and their roles in gene expression




Jones (2012) Nat. Rev. Genet
Histone post‐translational modifications



      K4   K9    R17        K27    K36


H3
           K9 K14 K18 K23

                 R3               K20


           H4                                            Activation
                                          K79
                   K5 K8 K12 K16                         Repression
                                                         R      i


                                                Acetylation

                                                Phosphorylation

                                                Methylation

                                                Ubiquitylation
Interplay between epigenetic modifications
        and miRNAs in gene regulation
   Transcriptional control
   T      i i    l       l
Epigenetics + transcription factors      TF



                                      p
                                      promoter   miRNA gene
                                                       g



                                                                                Post‐transcriptional control
                                                                                miRNAs + RNA binding proteins

                                         TF                      mature miRNA


                                      promoter   protein gene




                                                                mature mRNA
DNA methylation in changes in cancer
 Normal cell
 Normal cell
                              Gene                           DNA repeats
           Promoter & 
           CpG island          Body of the gene
                                                                           •Unmethylated CpG

                                                                           •Methylated CpG
                         E1               E2      E3
                               GENE EXPRESSION



 Cancer cell
 C        ll

                          E1               E2     E3

                         x     GENE SILENCING




       Aberrant  DNA                                     Global DNA 
  hypermethylation of tumor 
  hypermethylation of tumor                            hypomethylation
      suppressor genes



                                                        Chromosomal 
                                                        Chromosomal
        Gene repression                                   instability
DNA methylation changes in different models of immune
disease‐related disease:   predominance      of   DNA
hypomethylation
h       th l ti

• ICF syndrome is a rare autosomal recessive disease characterized by a variable
immunodeficiency, mild facial anomalies, and centromeric decondensation—
chromosomal instability involving chromosomes 1, 9, and 16, (1, 2). Hypomethylation of
the satellite 2 and satellite 3 regions of chromosomes 1, 9, and 16 (3).

• Autoimmune diseases are characterized by the breakdown of immune tolerance to
specific self‐antigens. Two basic types: systemic (systemic lupus erythematosus,
rheumatoid arthritis and psoriasis) and organ‐specific (Sjögren’s syndrome, type 1
diabetes and multiple sclerosis). Analysis of different lymphocyte subsets have revealed a
predominance of DNA hypomethylation/overexpression in key genes for immune
function.
ICF syndrome: mutations in DNMT3b and hypomethylation


PNAS 96, 14412–14417 (1999)




Decrease of DNA methylation level of 42%, profound changes occurring in
inactive heterochromatic regions, satellite repeats and transposons.
Transcriptional active loci and ribosomal RNA repeats escape global
hypomethylation. Despite a genome‐wide loss of DNA methylation the
epigenetic landscape and crucial regulatory structures are conserved.
[Heyn et al (2012) Epigenetics]
Genetic Elements Hypomethylated in autoimmune diseases




Ballestar (2011) Nat. Rev. Rheumatol
MZ twins discordant for autoimmune diseases to investigate the 
role of DNA methylation in pathogenesis
                y          p    g

Collection of MZ twins discordant for several AI diseases: SLE, RA, DM
           PBMC
           Clinically caracterized samples: age, activity, tissue damage
           Fred Miller, Environmental Autoimmunity Group, NIEHS, NIH

Methylation Arrays

807 CpG‐containing gene promoter probes


Selected genes fall into various classes:
           tumor suppressor genes 
           oncogenes 
           genes involved in DNA repair 
           cell cycle control 
           differentiation 
           differentiation
           apoptosis 
           X‐linked 
           imprinted genes
A set of genes display DNA hypomethylation in SLE with respect to healthy twins
                                       MATCHED CONTROLS                       HEALTHY TWINS                       SLE TWINS

                                                                                                                                                TRIP6
                                                                                                                                                TM7SF3
                                                                                                                                                LCN2
                                                                                                                                                IL10
                                                                                                                                                ERCC3
                                                                                                                                                MMP8
                                                                                                                                                THPO
                                                                                                                                                MAP3K8
                                                                                                                                                CSF3
                                                                                                                                                MST1R
                                                                                                                                                AGXT
                                                                                                                                                SOD3
                                                                                                                                                LCN2
                                                                                                                                                PI3
                                                                                                                                                CSF1R
                                                                                                                                                TNFRSF1AM
                                                                                                                                                PO
                                                                                                                                                NOTCH4
                                                                                                                                                RARA
                                                                                                                                                EMR3
                                                                                                                                                GRB7
                                                                                                                                                GRB10
                                                                                                                                                CARD15
                                                                                                                                                IFNGR2
                                                                                                                                                CD82
                                                                                                                                                CARD15
                                                                                                                                                STAT5A
                                                                                                                                                GFI1
                                                                                                                                                SEPT9
                                                                                                                                                LTB4R
                                                                                                                                                HGF
                                                                                                                                                SPI1
                                                                                                                                                PECAM1
                                                                                                                                                PADI4
                                                                                                                                                MMP9
                                                                                                                                                PECAM1
                                                                                                                                                TIE1
                                                                                                                                                SLC5A5
                                                                                                                                                MPL
                                                                                                                                                SYK
                                                                                                                                                SLC22A18
                                                                                                                                                S100A2
                                                                                                                                                CD9
                                                                                                                                                CSF3R
                                                                                                                                                LMO2
                                                                                                                                                SPI1
                                                                                                                                                LMO2
                                                                                                                                                DCHR24
                                                                                                                                                HOXB2
                                                                                                                                                MMP14
                                                                                                                                                EPHA2
                                                                                                                                                VAMP8
                                                                                                                                                AIM2
                                                                                                                                                SPDEF


                                    ‐6.0 ‐5.4 ‐4.7 ‐4.1 ‐3.5 ‐2.8 ‐2.2 ‐1.6      ‐0.32   0.95   1.6   2.2   2.8   3.5   4.1   4.7   5.4   6.0




Javierre et al (2010) Genome Res
DNA methylation changes associated with conversion of resting B 
          cells to proliferating lymphoblasts
                   p           g y p



                    Resting B cell                 EBV                         LCLs




Primary Infection   continuous B cell proliferation (naïve hosts, immunocompromised)
                    type III latency
                             l


Latency             Cancer:  Burkitt Lymphoma, Hodking Lymphoma, Diffuse large‐cell lymphoma (DLBCL), 
                    Nasopharyngeal C i
                    N    h          l Carcinoma
                    Autoimmune Diseases: Systemic Lupus Erithematosus, Rheumatoid Arthritis, Multiple
                    Sclerosis
EBV‐mediated B cell to LCL transformation associates with promoter hypomethylation

               RBL              LCL
               M       F       M    F
                                                                   CCL3L1                             1.0                                                 1.0




                                                                                                                                      Beta Value LCL F1
                                                                   FCER2




                                                                                            Ls
                                                                   SLAMF7




                                                                               Beta Value LCL
                                                                                                      0.8
                                                                                                      08                                                  0.8
                                                                   BLNK
                                                                   IL25                               0.6                                                 0.6
                                                                   IRS2
                                                                                                      0.4                                                 0.4

                                                                   TRAF1                              0.2                                                 0.2
                                                                   TAP1
                                                                   CD19                               0.0                                                 0.0
                                                                   IL21                                     0.0 0.2 0.4 0.6 0.8 1.0                             0.0 0.2 0.4 0.6 0.8 1.0
                                                                                                               Beta Value RBLs                                    Beta Value RBL F1
                                                                   COLEC12
                                                                                                      1.0                                                 1.0




                                                                               Beta Value LC L Male




                                                                                                                                      Beta Value LC F2
                                                                                                      0.8                                                 0.8




                                                                                                                                                  CL
                                                                   MAP3K7IP1
                                                                   BLK                                0.6                                                 0.6

                                                                   CCR7
                                                                                                      0.4                                                 0.4

                                                                                                      0.2                                                 0.2
                                                                   TCL1A
                                                                                                      0.0                                                 0.0
                                                                   CD1C
                                                                                                            0.0 0.2 0.4 0.6 0.8 1.0
                                                                                                            00 02 04 06 08 10                                   0.0 0.2 0.4 0.6 0.8 1.0
                                                                                                                                                                00 02 04 06 08 10

                                                                   CD80                                      Beta Value RBL Male                                  Beta Value RBL F2
                                                                   CD79A




                                                                               Beta Value LC Female
                                                                                                      1.0                                                 1.0




                                                                                                                                      Beta Value LCL F3
                                                                                                      0.8                                                 0.8




                                                                                           CL
                                                                   LCK                                0.6                                                 0.6




                                                                                                                                               e
                                                                                                      0.4                                                 0.4

                                                                                                      0.2                                                 0.2
                                                                   DOK3                               0.0                                                 0.0
                                                                                                            0.0 0.2 0.4 0.6 0.8 1.0                             0.0 0.2 0.4 0.6 0.8 1.0
          -3       0       3
                                    27K                                                                     Beta V l
                                                                                                            B    Value RBL F
                                                                                                                       RB Female
                                                                                                                              l                                   Beta Value
                                                                                                                                                                  B t V l RBL F3

                               256 genes hypomethylated in LCLs 
                                 (FDR ≤ 0.05 & Fold‐change ≥ 2)

Hernando et al (2013) Genome Biol.
No changes in DNA methylation in repeats in EBV‐mediated
               B cell to LCL transformation




Hernando et al (2013) Genome Biol.
Pyrosequencing confirms promoter hypomethylation
Potential pathways to DNA demethylation


• DNA hypomethylation associated with inefficient/defective maintenance of DNA
methylation throughout replication cycles


• Active DNA demethylation
Potential pathways to DNA demethylation
Demethylation occurs as cell start to proliferate
AID not involved in demethylation in RBL to LCL conversion


                                               -LMB                                              +LMB

                                DAPI          Anti-HA         MERGE               DAPI      Anti-HA           MERGE




                        OCK
                       MO
                       AID WT
                       A
                                       BLNK                              CCL3L1                           CD19
                                                 TSS                                 TSS            TSS



                                           +149 bp            +119 bp                                       +87 bp
                                          +122 bp              +122 bp                                    +122 bp

                         3                               2                                  2

                                                        1,5                                1,5
                         2
                                                         1                                  1
                         1
                                                        0,5                                0,5

                         0                               0                                  0
Demethylation does not occur in CD40L/IL40 stimulated cells
Hypomethylated genes are relevant to B cell function
Hypomethylated genes display binding motifs for NFkB
subunits and other hematopoietic TFs
ChIP‐seq analysis reveals binding of NFkB and Pol II to
hypomethylated promoters
Binding of additional TF to hypomethylated promoters
Nucleic Acids Res 39, 874–888 (2011). 




Mol Cell Biol 29, 5366‐5376 (2009) 
DNMTs are less efficient in maintaining DNA methylation in
               eucrhomatic sites as proliferation starts




Hernando et al (2013) Genome Biol.
Hypomethylated genes undergo further upregulation
Demethylating   agents   promote   transformation   and
proliferation
Conclusions
• Transformation of resting B cells into proliferating lymphoblasts involves
hypomethylation of around 250 genes. No hypermethylation is detected.

• A significant group of those 250 hypomethylated genes are already highly expressed in
B cells, are bound by NFkB RELA and REL and other B cell specific transcription factors
and their expression levels do not change during this process.

• Hypomethylation does not appear to occur through an active process and it is likely
that is associated with the inefficient maintenance of DNA methylation at active regions
(it does not occur at repetitive heterochromatic regions)

• Demethylation may contribute to the efficiency of the process by further enhancing
gene upregulation of certain genes
Chromatin and Disease Group, IDIBELL, Barcelona Spain   Environmental Autoimmunity, NIEHS, NIH, Bethesda
Laura Ciudad                                            Terry O’Hanlon
Henar Hernando                                          Lisa G. Rider
Virginia Rodríguez                                      Fred Miller
Roser Vento
Lorenzo de la Rica                                      University of Oklahoma
José Urquiza                                            Amr Sawalha (U Michigan)
Lluís Pons                                              John Harley (CCHMC)
Javier Rodríguez‐Ubreva
                                                        Computational Medicine Unit, Karolinska Institutet, Stokholm, Sweden
Leiden University Medical Center                        David Gómez‐Cabrero
René Toes                                               Jesper Tegnér

University of Birmingham
Claire Shannon‐Lowe
Claire Shannon‐Lowe

Broad Institute
Fatima Al‐Shahrour
                                                                                                   INNPACTO, SAF
                                                                                                   FUNDACIÓN
                                                                                                   RAMÓN ARECES
PEBC

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OPIOID ANALGESICS AND THEIR IMPLICATIONS

Integrative Analysis of Epigenomics and miRNA data in Immune System Models

  • 1. Integrative Analysis of Epigenomics and Expression data in an Immune Cell Proliferation System Esteban Ballestar Chromatin and Disease Group Cancer Epigenetics and Biology Programme (PEBC) Bellvitge Medical Research Institute (IDIBELL) Barcelona, Barcelona Spain eballestar@idibell.org PEBC COST‐STATEGRA Workshop
  • 2. DNA methylation is the most studied epigenetic modification Methyl group introduced in the 5’ position of cytosine In CG dinucleotides Methylation of promoter CpG islands leads to transcriptional silencing y p p p g Gene DNA repeats Promoter & CpG is land Body of the gene HDAC HDAC HDAC MBD MBD MBD E1 E2 E3 x SILENCING GENE EXPRESSION Inactive X‐chromosome, imprinted and tissue‐specific genes Maintained by M i t i d b DNA methyltransferases. Id tit of active d th lt f Identity f ti demethylases th l controversial
  • 4. Histone post‐translational modifications K4 K9 R17 K27 K36 H3 K9 K14 K18 K23 R3 K20 H4 Activation K79 K5 K8 K12 K16 Repression R i Acetylation Phosphorylation Methylation Ubiquitylation
  • 5. Interplay between epigenetic modifications and miRNAs in gene regulation Transcriptional control T i i l l Epigenetics + transcription factors TF p promoter miRNA gene g Post‐transcriptional control miRNAs + RNA binding proteins TF mature miRNA promoter protein gene mature mRNA
  • 6. DNA methylation in changes in cancer Normal cell Normal cell Gene DNA repeats Promoter &  CpG island Body of the gene •Unmethylated CpG •Methylated CpG E1 E2 E3 GENE EXPRESSION Cancer cell C ll E1 E2 E3 x GENE SILENCING Aberrant  DNA  Global DNA  hypermethylation of tumor  hypermethylation of tumor hypomethylation suppressor genes Chromosomal  Chromosomal Gene repression instability
  • 7. DNA methylation changes in different models of immune disease‐related disease: predominance of DNA hypomethylation h th l ti • ICF syndrome is a rare autosomal recessive disease characterized by a variable immunodeficiency, mild facial anomalies, and centromeric decondensation— chromosomal instability involving chromosomes 1, 9, and 16, (1, 2). Hypomethylation of the satellite 2 and satellite 3 regions of chromosomes 1, 9, and 16 (3). • Autoimmune diseases are characterized by the breakdown of immune tolerance to specific self‐antigens. Two basic types: systemic (systemic lupus erythematosus, rheumatoid arthritis and psoriasis) and organ‐specific (Sjögren’s syndrome, type 1 diabetes and multiple sclerosis). Analysis of different lymphocyte subsets have revealed a predominance of DNA hypomethylation/overexpression in key genes for immune function.
  • 8. ICF syndrome: mutations in DNMT3b and hypomethylation PNAS 96, 14412–14417 (1999) Decrease of DNA methylation level of 42%, profound changes occurring in inactive heterochromatic regions, satellite repeats and transposons. Transcriptional active loci and ribosomal RNA repeats escape global hypomethylation. Despite a genome‐wide loss of DNA methylation the epigenetic landscape and crucial regulatory structures are conserved. [Heyn et al (2012) Epigenetics]
  • 9. Genetic Elements Hypomethylated in autoimmune diseases Ballestar (2011) Nat. Rev. Rheumatol
  • 10. MZ twins discordant for autoimmune diseases to investigate the  role of DNA methylation in pathogenesis y p g Collection of MZ twins discordant for several AI diseases: SLE, RA, DM PBMC Clinically caracterized samples: age, activity, tissue damage Fred Miller, Environmental Autoimmunity Group, NIEHS, NIH Methylation Arrays 807 CpG‐containing gene promoter probes Selected genes fall into various classes: tumor suppressor genes  oncogenes  genes involved in DNA repair  cell cycle control  differentiation  differentiation apoptosis  X‐linked  imprinted genes
  • 11. A set of genes display DNA hypomethylation in SLE with respect to healthy twins MATCHED CONTROLS HEALTHY TWINS SLE TWINS TRIP6 TM7SF3 LCN2 IL10 ERCC3 MMP8 THPO MAP3K8 CSF3 MST1R AGXT SOD3 LCN2 PI3 CSF1R TNFRSF1AM PO NOTCH4 RARA EMR3 GRB7 GRB10 CARD15 IFNGR2 CD82 CARD15 STAT5A GFI1 SEPT9 LTB4R HGF SPI1 PECAM1 PADI4 MMP9 PECAM1 TIE1 SLC5A5 MPL SYK SLC22A18 S100A2 CD9 CSF3R LMO2 SPI1 LMO2 DCHR24 HOXB2 MMP14 EPHA2 VAMP8 AIM2 SPDEF ‐6.0 ‐5.4 ‐4.7 ‐4.1 ‐3.5 ‐2.8 ‐2.2 ‐1.6 ‐0.32 0.95 1.6 2.2 2.8 3.5 4.1 4.7 5.4 6.0 Javierre et al (2010) Genome Res
  • 12. DNA methylation changes associated with conversion of resting B  cells to proliferating lymphoblasts p g y p Resting B cell EBV LCLs Primary Infection continuous B cell proliferation (naïve hosts, immunocompromised) type III latency l Latency Cancer:  Burkitt Lymphoma, Hodking Lymphoma, Diffuse large‐cell lymphoma (DLBCL),  Nasopharyngeal C i N h l Carcinoma Autoimmune Diseases: Systemic Lupus Erithematosus, Rheumatoid Arthritis, Multiple Sclerosis
  • 13. EBV‐mediated B cell to LCL transformation associates with promoter hypomethylation RBL LCL M F M F CCL3L1 1.0 1.0 Beta Value LCL F1 FCER2 Ls SLAMF7 Beta Value LCL 0.8 08 0.8 BLNK IL25 0.6 0.6 IRS2 0.4 0.4 TRAF1 0.2 0.2 TAP1 CD19 0.0 0.0 IL21 0.0 0.2 0.4 0.6 0.8 1.0 0.0 0.2 0.4 0.6 0.8 1.0 Beta Value RBLs Beta Value RBL F1 COLEC12 1.0 1.0 Beta Value LC L Male Beta Value LC F2 0.8 0.8 CL MAP3K7IP1 BLK 0.6 0.6 CCR7 0.4 0.4 0.2 0.2 TCL1A 0.0 0.0 CD1C 0.0 0.2 0.4 0.6 0.8 1.0 00 02 04 06 08 10 0.0 0.2 0.4 0.6 0.8 1.0 00 02 04 06 08 10 CD80 Beta Value RBL Male Beta Value RBL F2 CD79A Beta Value LC Female 1.0 1.0 Beta Value LCL F3 0.8 0.8 CL LCK 0.6 0.6 e 0.4 0.4 0.2 0.2 DOK3 0.0 0.0 0.0 0.2 0.4 0.6 0.8 1.0 0.0 0.2 0.4 0.6 0.8 1.0 -3 0 3 27K Beta V l B Value RBL F RB Female l Beta Value B t V l RBL F3 256 genes hypomethylated in LCLs  (FDR ≤ 0.05 & Fold‐change ≥ 2) Hernando et al (2013) Genome Biol.
  • 14. No changes in DNA methylation in repeats in EBV‐mediated B cell to LCL transformation Hernando et al (2013) Genome Biol.
  • 16. Potential pathways to DNA demethylation • DNA hypomethylation associated with inefficient/defective maintenance of DNA methylation throughout replication cycles • Active DNA demethylation
  • 17. Potential pathways to DNA demethylation
  • 18. Demethylation occurs as cell start to proliferate
  • 19. AID not involved in demethylation in RBL to LCL conversion -LMB +LMB DAPI Anti-HA MERGE DAPI Anti-HA MERGE OCK MO AID WT A BLNK CCL3L1 CD19 TSS TSS TSS +149 bp +119 bp +87 bp +122 bp +122 bp +122 bp 3 2 2 1,5 1,5 2 1 1 1 0,5 0,5 0 0 0
  • 20. Demethylation does not occur in CD40L/IL40 stimulated cells
  • 21. Hypomethylated genes are relevant to B cell function
  • 22. Hypomethylated genes display binding motifs for NFkB subunits and other hematopoietic TFs
  • 23. ChIP‐seq analysis reveals binding of NFkB and Pol II to hypomethylated promoters
  • 24. Binding of additional TF to hypomethylated promoters
  • 26. DNMTs are less efficient in maintaining DNA methylation in eucrhomatic sites as proliferation starts Hernando et al (2013) Genome Biol.
  • 27. Hypomethylated genes undergo further upregulation
  • 28. Demethylating agents promote transformation and proliferation
  • 29. Conclusions • Transformation of resting B cells into proliferating lymphoblasts involves hypomethylation of around 250 genes. No hypermethylation is detected. • A significant group of those 250 hypomethylated genes are already highly expressed in B cells, are bound by NFkB RELA and REL and other B cell specific transcription factors and their expression levels do not change during this process. • Hypomethylation does not appear to occur through an active process and it is likely that is associated with the inefficient maintenance of DNA methylation at active regions (it does not occur at repetitive heterochromatic regions) • Demethylation may contribute to the efficiency of the process by further enhancing gene upregulation of certain genes
  • 30. Chromatin and Disease Group, IDIBELL, Barcelona Spain Environmental Autoimmunity, NIEHS, NIH, Bethesda Laura Ciudad Terry O’Hanlon Henar Hernando Lisa G. Rider Virginia Rodríguez Fred Miller Roser Vento Lorenzo de la Rica University of Oklahoma José Urquiza Amr Sawalha (U Michigan) Lluís Pons John Harley (CCHMC) Javier Rodríguez‐Ubreva Computational Medicine Unit, Karolinska Institutet, Stokholm, Sweden Leiden University Medical Center David Gómez‐Cabrero René Toes Jesper Tegnér University of Birmingham Claire Shannon‐Lowe Claire Shannon‐Lowe Broad Institute Fatima Al‐Shahrour INNPACTO, SAF FUNDACIÓN RAMÓN ARECES PEBC