SlideShare a Scribd company logo
1 of 33
Download to read offline
HTLV-1 induced Adult T-cell Leukemia (ATL):
         “The Phantom Menace”


           Harshawardhan Bal, Ph.D.
   Department of Cancer Immunology and AIDS
          Dana-Farber Cancer Institute
Adult T-cell Leukemia


ATL identified as a distinct clinical entity in 1977




ATL is a fatal malignancy of mature CD4+ T-cells




Clonal expansion of CD4+CD25+ T-cells




Impaired cell-mediated immunity, opportunistic infections, lymphoid organ infiltration
Human T-cell Lymphotropic Virus Type I


Causative agent of ATL identified in 1980




The first retrovirus shown to be associated with human disease




Cellular receptor is the major glucose transporter GLUT1
Organization of the HTLV-1 Genome


   ORFs involved in viral infectivity, maintenance of high viral loads, host cell activation


                                                       p12, p27, p13, and p30




                                                                       tax, rex


Regulatory genes: transcriptional/post-transcriptional regulators of viral gene expression
                  HTLV-1 transactivator Tax, the major viral oncoprotein
Pleiotropic Effects of HTLV-1 Tax


Tax inhibits apoptosis in infected T-cells




Tax causes genomic instability




Tax affects host DNA repair mechanisms




Tax disregulates the cell cycle machinery




Tax causes neoplastic transformation
ATL Clinical Course (“The Dark Side”)

ATL cells lose HTLV-1 gene expression



       Selective methylation of 5’ LTR and silencing of viral gene Txp
       Nonsense or missense mutation of the tax gene in fresh ATL cells

No cell-free infectious HTLV-I particles shed




ATL develops after a latency period of > 30 years



      Chronic CTL response indicates HTLV-1 genes are expressed persistently
      Aggressive clinical course, MST of 3-6 months

No treatment currently exists for ATL
Infects 15-25 million people worldwide including Southeastern United States
Massively Parallel Signature Sequencing (MPSS)


Global transcription profiling platform




       Comprehensive and quantitative measurement, sequences > 1 M beads

        Provides 17-20 mer “signatures” of sampled transcripts

        Transcript abundance as “transcripts per million (TPM)”

        Very high dynamic range - single mRNA copy per cell

        3’ UTR signatures identify homologous members of genes

        Not limited to a pre-determined set of genes

        Powerful discovery research tool
Massively Parallel Signature Sequencing (MPSS)
Massively Parallel Signature Sequencing (MPSS)




                                     Sequence
MPSS Data Format

Signature   p-value   Control TPM/SD           Exp TPM/SD          Class    Annotation




                Class 1: Transcripts with poly (A) signal + poly (A) tail
                Class 2: Transcripts with poly (A) signal
                Class 3: Transcripts with poly (A) tail
Activated CD4+ T-cells vs Acutely HTLV-1 Transformed Cells


                     PHA/IL-2 activated CD4+ T-cells


                      Immortalized (IL-2 dependent)
                                                            MPSS
                                                          comparison

                      Transformed (IL-2 independent)


Abundantly
express Tax
                  Acutely transformed (B1 and C5 cells)




        Activated CD4+ T-cells vs B1    Activated CD4+ T-cells vs C5
Mining MPSS Data


Signature   p-value   Control TPM/SD   Exp TPM/SD   Class   Annotation
Mining MPSS Data


Which signatures/transcripts are the most reliable?

Which signatures/transcripts are differentially expressed?


What are the molecular functions of these differentially expressed signatures?


Which signatures/transcripts interact with each other?


What are the common pathways that they participate in?


Which pathway members are simultaneously up- or downregulated?


How do these transcripts contribute to leukemogenesis?
Pipeline for Analysis of MPSS Data

Signatures with UniGene Ids (Activated vs Transformed)


       Filter signatures by p-value (< 0.001) AND Class (1-3)


                    Filter signatures by TPM




Upregulated signatures                   Downregulated signatures



 Classification by molecular function/biological process



        Apoptosis           Cell cycle            Oncogenesis

                Anti-apoptosis       DNA repair
Querying MPSS Data for Differential Expression
Viewing MPSS Data Graphically




                     [ Upregulated ]
 [ Downregulated ]




(Exp TPM, Control TPM)
Analysis of Deregulation (Clustering with Spotfire)

1.37E4   0




               c472tpm      b1tpm     c5tpm
             Control     HTLV-B1    HTLV-C5
                                               0        500         1000 TPM
Data Integration, Text Mining and Analysis

                                                     Perl

                                                            PubMed
                   Data integration
 MPSS
                                                            UniGene
   ………
   ………
   ………                                                      LocusLink
   ………

                                                             OMIM

                                                              GOTM
Protein-protein interactions

Known disease correlations


Relation to apoptosis, cell cycle, DNA damage, …


Previously reported interactions with HTLV-1 genes
Detailed Gene Summaries




Extract gene aliases (HUGO names), RefSeq summaries and associated GO terms
PubMed Literature Search




Extract previously reported findings (if any) from PubMed using keywords
Text Mining Abstracts for Interactors & Related Genes




Genes reported in PubMed literature that    Genes that interact with XRCC5 and
   are known to interact with XRCC5        are simultaneously detected by MPSS
Upregulation of Anti-apoptotic Genes
Upregulation of NF-kB Subunits/Inducing Kinases
Upregulation of BCL2 Family/NF-kB: Role of Akt1




NF-kB stimulates the expression of Akt1

 Akt1 regulates T-cell survival via activation of NF-kB


Akt1 regulates the expression of anti-apoptotic BIRC3 and BCL2


Akt1 phosphorylates BAD and releases pro-apoptotic bcl-xL


Akt1 induces Txp of c-FLIP which inhibits TNFR-induced apoptosis


            Hypothesis: Akt1 is constitutively activated in ATL
Downregulation of TNFR Superfamily
Deregulation of TNFR Superfamily: Role of GITR
Deregulation of TNFR Superfamily: Role of GITR




     A T helper cell activation marker

     Highly expressed on CD3+CD4+CD25+ regulatory T cells

     T regs profoundly suppress host immune responses and antitumor immunity

     GITR involved in the negative regulation of T-cell activation and T-cell apoptosis


Hypothesis: Inhibition of GITR-mediated signaling may abolish T-cell survival in ATL
Deregulation of TNFR Superfamily: Role of CD27/CD27L




   CD27/CD70 interactions are important for maturation/activation of B- & T-cells

   CD70-expressing glioma cells induce release of soluble CD27 from PBMCs

   CD70 mediates immune escape of human malignant gliomas

   Inverted profile observed in lymphoproliferative diseases such as CLL and NHL


Hypothesis: Overexpression of CD70 may be linked to enhanced T-cell survival in ATL
Deregulation of TNF Superfamily Associated Genes




                                FADD      CASP8

TNFα   TNFR1   TRADD    RIPK1

                                CRADD     CASP2
Survival Pathways in Acutely HTLV-1 Transformed Cells

                                                            HTLV-1 Tax/?


                                          (PI3K)

                            p                    p                  p
              bcl-xL               +p                     +p
                          BAD             Akt?                     IKK      NF-κB IκB
                                                         NIK/COT
                    +               +
                                                     +              +
                                            +                                +
                 bcl-xL     BCL2                     BIRC3
                                                                           NF-κB           BCL2
Neoplastic                              c-FLIP
transformation                                                                               bcl-xL
                                                           CASP8
                 Cytochrome c
Genetic
alterations

Drug
resistance                                                  FADD
                                             CRADD   RIPK1
                                               TRADD

                                                         TNFR1/TNFR2/DR3           Apoptotic signals
                                    TNFα
MPSS Analysis of ATL: Insights & Conclusions


Survival of HTLV-1 transformed T-cells due to activation of NF-kB and PI3K/Akt pathways
and downregulation of TNF-mediated apoptotic pathways

Akt1 and NF-kB may act in concert to form a perpetual potentiating loop and enhance
T-cell survival

Downstream effects of survival pathways likely mediated by anti-apoptotic BCL2 (BCL2,
bcl-xL) and IAP family members (BIRC3)

Putative Tax-independent mechanisms of NF-kB activation explained via Akt1

Akt1 and BCL2/bcl-xL may explain drug resistance and genetic alterations in ATL


Elevated GITR may suppress T-cell immunity and antitumor responses


High CD70/low CD27 may help HTLV-1 evade immune response
Acknowledgements

               The Marasco Lab @ DFCI (2003-2004)




Aki Murakami       Jihua Cheng         Aimee Tallarico      Leslie Matthews
Quan Zhu           Keiko Azuma         Jianhua Sui          Wayne Marasco

                Wei Wang & Tom Vasicek, Lynx Therapeutics

                (and George Lucas, Industrial Light & Magic)
Contact




  Harshawardhan Bal, M.Pharm., PhD
        harsh.bal@gmail.com



            Sponsored by

       PerlSource Informatics
     http://www.perlsource.net

    Visit us for online training in

      Perl for Bioinformatics
      Unix for Bioinformatics
      Java for Bioinformatics
Foundation courses in Bioinformatics

More Related Content

What's hot

Cancer drug targets 2013
Cancer drug targets 2013Cancer drug targets 2013
Cancer drug targets 2013Elsa von Licy
 
PD1_PDL1_Short Paper
PD1_PDL1_Short PaperPD1_PDL1_Short Paper
PD1_PDL1_Short PaperJulie Legg
 
difuhgdlkhjl
difuhgdlkhjldifuhgdlkhjl
difuhgdlkhjlpliman92
 
Cloning and extracellular expression of recombinant tissue plasminogen activa...
Cloning and extracellular expression of recombinant tissue plasminogen activa...Cloning and extracellular expression of recombinant tissue plasminogen activa...
Cloning and extracellular expression of recombinant tissue plasminogen activa...bioejjournal
 
Cloning and Extracellular Expression of Recombinant Tissue Plasminogen Activa...
Cloning and Extracellular Expression of Recombinant Tissue Plasminogen Activa...Cloning and Extracellular Expression of Recombinant Tissue Plasminogen Activa...
Cloning and Extracellular Expression of Recombinant Tissue Plasminogen Activa...bioejjournal
 
Cloning and extracellular expression of recombinant tissue plasminogen activa...
Cloning and extracellular expression of recombinant tissue plasminogen activa...Cloning and extracellular expression of recombinant tissue plasminogen activa...
Cloning and extracellular expression of recombinant tissue plasminogen activa...bioejjournal
 
journal.pone.0126088.PDF
journal.pone.0126088.PDFjournal.pone.0126088.PDF
journal.pone.0126088.PDFStuart Teal
 
My PhD Thesis seminar - April 2007
My PhD Thesis seminar - April 2007My PhD Thesis seminar - April 2007
My PhD Thesis seminar - April 2007Jovana Grbic
 
regulatory t cells and gvhd
regulatory t cells and gvhdregulatory t cells and gvhd
regulatory t cells and gvhdspa718
 
POLYCOMB GROUP OF PROTEINS
POLYCOMB GROUP OF PROTEINSPOLYCOMB GROUP OF PROTEINS
POLYCOMB GROUP OF PROTEINSRitasree Sarma
 
Therapeutic fc fusion proteins and peptides as successful alternatives to ant...
Therapeutic fc fusion proteins and peptides as successful alternatives to ant...Therapeutic fc fusion proteins and peptides as successful alternatives to ant...
Therapeutic fc fusion proteins and peptides as successful alternatives to ant...National Institute of Biologics
 
Horrix et al. - 2010
Horrix et al. - 2010Horrix et al. - 2010
Horrix et al. - 2010Cristina Voss
 

What's hot (20)

Cancer drug targets 2013
Cancer drug targets 2013Cancer drug targets 2013
Cancer drug targets 2013
 
PD1_PDL1_Short Paper
PD1_PDL1_Short PaperPD1_PDL1_Short Paper
PD1_PDL1_Short Paper
 
difuhgdlkhjl
difuhgdlkhjldifuhgdlkhjl
difuhgdlkhjl
 
Aacr2009 chip
Aacr2009 chipAacr2009 chip
Aacr2009 chip
 
P 53 Tumour Biology
P 53 Tumour BiologyP 53 Tumour Biology
P 53 Tumour Biology
 
Hematopoiesis nature
Hematopoiesis natureHematopoiesis nature
Hematopoiesis nature
 
Cloning and extracellular expression of recombinant tissue plasminogen activa...
Cloning and extracellular expression of recombinant tissue plasminogen activa...Cloning and extracellular expression of recombinant tissue plasminogen activa...
Cloning and extracellular expression of recombinant tissue plasminogen activa...
 
430_2008_Article_81
430_2008_Article_81430_2008_Article_81
430_2008_Article_81
 
Cloning and Extracellular Expression of Recombinant Tissue Plasminogen Activa...
Cloning and Extracellular Expression of Recombinant Tissue Plasminogen Activa...Cloning and Extracellular Expression of Recombinant Tissue Plasminogen Activa...
Cloning and Extracellular Expression of Recombinant Tissue Plasminogen Activa...
 
Cloning and extracellular expression of recombinant tissue plasminogen activa...
Cloning and extracellular expression of recombinant tissue plasminogen activa...Cloning and extracellular expression of recombinant tissue plasminogen activa...
Cloning and extracellular expression of recombinant tissue plasminogen activa...
 
journal.pone.0126088.PDF
journal.pone.0126088.PDFjournal.pone.0126088.PDF
journal.pone.0126088.PDF
 
My PhD Thesis seminar - April 2007
My PhD Thesis seminar - April 2007My PhD Thesis seminar - April 2007
My PhD Thesis seminar - April 2007
 
regulatory t cells and gvhd
regulatory t cells and gvhdregulatory t cells and gvhd
regulatory t cells and gvhd
 
POLYCOMB GROUP OF PROTEINS
POLYCOMB GROUP OF PROTEINSPOLYCOMB GROUP OF PROTEINS
POLYCOMB GROUP OF PROTEINS
 
Therapeutic fc fusion proteins and peptides as successful alternatives to ant...
Therapeutic fc fusion proteins and peptides as successful alternatives to ant...Therapeutic fc fusion proteins and peptides as successful alternatives to ant...
Therapeutic fc fusion proteins and peptides as successful alternatives to ant...
 
Afroze T et al 2014 J Biol Chem plus SUPPLEMENT
Afroze T et al 2014 J Biol Chem plus SUPPLEMENTAfroze T et al 2014 J Biol Chem plus SUPPLEMENT
Afroze T et al 2014 J Biol Chem plus SUPPLEMENT
 
Horrix et al. - 2010
Horrix et al. - 2010Horrix et al. - 2010
Horrix et al. - 2010
 
nihms557954
nihms557954nihms557954
nihms557954
 
Tlr signaling 2013-lim-
Tlr signaling 2013-lim-Tlr signaling 2013-lim-
Tlr signaling 2013-lim-
 
12263-184470-1-PB
12263-184470-1-PB12263-184470-1-PB
12263-184470-1-PB
 

Viewers also liked

Euretos presentation ACS
Euretos presentation ACSEuretos presentation ACS
Euretos presentation ACSalbertmons
 
Personalized Medicine in Diagnosis and Treatment of Cancer
Personalized Medicine in Diagnosis and Treatment of Cancer Personalized Medicine in Diagnosis and Treatment of Cancer
Personalized Medicine in Diagnosis and Treatment of Cancer Maryam Rafati
 
BEL language v1.0
BEL language v1.0BEL language v1.0
BEL language v1.0wshayes
 
Advanced PubMed Presentation (with Endnote)
Advanced PubMed Presentation (with Endnote)Advanced PubMed Presentation (with Endnote)
Advanced PubMed Presentation (with Endnote)KUMCGlass
 
Internet Resources for Evidence-Based Medicine
 Internet Resources for Evidence-Based Medicine  Internet Resources for Evidence-Based Medicine
Internet Resources for Evidence-Based Medicine Ahmed-Refat Refat
 
BioChain Next Generation Sequencing Products
BioChain Next Generation Sequencing ProductsBioChain Next Generation Sequencing Products
BioChain Next Generation Sequencing Productsbiochain
 
How many medline platforms on the web?
How many medline platforms on the web?How many medline platforms on the web?
How many medline platforms on the web?Basset Hervé
 
Searching Pubmed and Medline
Searching Pubmed and MedlineSearching Pubmed and Medline
Searching Pubmed and MedlineAshley D'Andrea
 
Literature Search - PubMed
Literature Search - PubMedLiterature Search - PubMed
Literature Search - PubMedsomkiata
 
Finding Free Full-text PubMed Central Articles in PubMed
Finding Free Full-text PubMed Central Articles in PubMedFinding Free Full-text PubMed Central Articles in PubMed
Finding Free Full-text PubMed Central Articles in PubMedmputerba
 
The Systematic Literature Search
The Systematic Literature SearchThe Systematic Literature Search
The Systematic Literature SearchAndrea
 

Viewers also liked (20)

Euretos presentation ACS
Euretos presentation ACSEuretos presentation ACS
Euretos presentation ACS
 
Untitled
UntitledUntitled
Untitled
 
npy ppt
npy pptnpy ppt
npy ppt
 
PubMed, Search, RSS and ...
PubMed, Search, RSS and ...PubMed, Search, RSS and ...
PubMed, Search, RSS and ...
 
Personalized Medicine in Diagnosis and Treatment of Cancer
Personalized Medicine in Diagnosis and Treatment of Cancer Personalized Medicine in Diagnosis and Treatment of Cancer
Personalized Medicine in Diagnosis and Treatment of Cancer
 
Staying Current with PubMed
Staying Current with PubMedStaying Current with PubMed
Staying Current with PubMed
 
PubMed Searching for Clinical Decisionmaking: Professional & Clinical Informa...
PubMed Searching for Clinical Decisionmaking: Professional & Clinical Informa...PubMed Searching for Clinical Decisionmaking: Professional & Clinical Informa...
PubMed Searching for Clinical Decisionmaking: Professional & Clinical Informa...
 
BEL language v1.0
BEL language v1.0BEL language v1.0
BEL language v1.0
 
Advanced PubMed (Productivity & Efficiency): Professional & Clinical Informat...
Advanced PubMed (Productivity & Efficiency): Professional & Clinical Informat...Advanced PubMed (Productivity & Efficiency): Professional & Clinical Informat...
Advanced PubMed (Productivity & Efficiency): Professional & Clinical Informat...
 
Wing Polyphenism
Wing PolyphenismWing Polyphenism
Wing Polyphenism
 
Advanced PubMed Presentation (with Endnote)
Advanced PubMed Presentation (with Endnote)Advanced PubMed Presentation (with Endnote)
Advanced PubMed Presentation (with Endnote)
 
New PubMed
New PubMedNew PubMed
New PubMed
 
Internet Resources for Evidence-Based Medicine
 Internet Resources for Evidence-Based Medicine  Internet Resources for Evidence-Based Medicine
Internet Resources for Evidence-Based Medicine
 
BioChain Next Generation Sequencing Products
BioChain Next Generation Sequencing ProductsBioChain Next Generation Sequencing Products
BioChain Next Generation Sequencing Products
 
CLQ Overview Deck
CLQ Overview DeckCLQ Overview Deck
CLQ Overview Deck
 
How many medline platforms on the web?
How many medline platforms on the web?How many medline platforms on the web?
How many medline platforms on the web?
 
Searching Pubmed and Medline
Searching Pubmed and MedlineSearching Pubmed and Medline
Searching Pubmed and Medline
 
Literature Search - PubMed
Literature Search - PubMedLiterature Search - PubMed
Literature Search - PubMed
 
Finding Free Full-text PubMed Central Articles in PubMed
Finding Free Full-text PubMed Central Articles in PubMedFinding Free Full-text PubMed Central Articles in PubMed
Finding Free Full-text PubMed Central Articles in PubMed
 
The Systematic Literature Search
The Systematic Literature SearchThe Systematic Literature Search
The Systematic Literature Search
 

Similar to The Phantom Menace

Cancer regulators 2013
Cancer regulators 2013Cancer regulators 2013
Cancer regulators 2013Elsa von Licy
 
Lymphocyte kinetics in HTLV-1 infection
Lymphocyte kinetics in HTLV-1 infectionLymphocyte kinetics in HTLV-1 infection
Lymphocyte kinetics in HTLV-1 infectiondegarden
 
Resolving transcriptional dynamics of the epithelial-mesenchymal transition u...
Resolving transcriptional dynamics of the epithelial-mesenchymal transition u...Resolving transcriptional dynamics of the epithelial-mesenchymal transition u...
Resolving transcriptional dynamics of the epithelial-mesenchymal transition u...David Cook
 
Silencing c-Myc translation as a therapeutic strategy through targeting PI3Kd...
Silencing c-Myc translation as a therapeutic strategy through targeting PI3Kd...Silencing c-Myc translation as a therapeutic strategy through targeting PI3Kd...
Silencing c-Myc translation as a therapeutic strategy through targeting PI3Kd...Mark Lipstein
 
March 14 Presentation to the new MS Bio students
March 14 Presentation to the new MS Bio studentsMarch 14 Presentation to the new MS Bio students
March 14 Presentation to the new MS Bio studentsAna Maria Slingluff-Barral
 
1 immunology-csbrp
1 immunology-csbrp1 immunology-csbrp
1 immunology-csbrpPrasad CSBR
 
Clinical molecular diagnostics for drug guidance
Clinical molecular diagnostics for drug guidanceClinical molecular diagnostics for drug guidance
Clinical molecular diagnostics for drug guidanceNikesh Shah
 
Akhtar et al. Stem Cell Reports (2015)
Akhtar et al. Stem Cell Reports (2015)Akhtar et al. Stem Cell Reports (2015)
Akhtar et al. Stem Cell Reports (2015)Aslam Akhtar, MS
 
The Effects of Ibrutinib on Anti Apoptotic Proteins in PTLD
The Effects of Ibrutinib on Anti Apoptotic Proteins in PTLDThe Effects of Ibrutinib on Anti Apoptotic Proteins in PTLD
The Effects of Ibrutinib on Anti Apoptotic Proteins in PTLDNikitaSall1
 
Role of Thromboxane A2 in the Induction of Apoptosis of Immature Thymocytes b...
Role of Thromboxane A2 in the Induction of Apoptosis of Immature Thymocytes b...Role of Thromboxane A2 in the Induction of Apoptosis of Immature Thymocytes b...
Role of Thromboxane A2 in the Induction of Apoptosis of Immature Thymocytes b...Federal University of Bahia
 
MOLECULAR MARKERS IN NKTL
 MOLECULAR MARKERS IN NKTL MOLECULAR MARKERS IN NKTL
MOLECULAR MARKERS IN NKTLspa718
 
2014 - cIAP1 regulates TNF-mediated cdc42 activation and filopodia formation
2014 - cIAP1 regulates TNF-mediated cdc42 activation and filopodia formation2014 - cIAP1 regulates TNF-mediated cdc42 activation and filopodia formation
2014 - cIAP1 regulates TNF-mediated cdc42 activation and filopodia formationSimon Gemble
 
BioMAP<sup>®</sup> Primary Human Cell-Based Systems for Drug Discovery
BioMAP<sup>®</sup> Primary Human Cell-Based Systems for Drug DiscoveryBioMAP<sup>®</sup> Primary Human Cell-Based Systems for Drug Discovery
BioMAP<sup>®</sup> Primary Human Cell-Based Systems for Drug DiscoveryBioMAP® Systems
 
Cll pathogenesis and targeted therapy
Cll pathogenesis and targeted therapyCll pathogenesis and targeted therapy
Cll pathogenesis and targeted therapyabha singh
 
Hallmarks of cancer and radiopharmaceuticals
Hallmarks of cancer and radiopharmaceuticalsHallmarks of cancer and radiopharmaceuticals
Hallmarks of cancer and radiopharmaceuticalsAlice Viana
 

Similar to The Phantom Menace (20)

Cancer regulators 2013
Cancer regulators 2013Cancer regulators 2013
Cancer regulators 2013
 
Lymphocyte kinetics in HTLV-1 infection
Lymphocyte kinetics in HTLV-1 infectionLymphocyte kinetics in HTLV-1 infection
Lymphocyte kinetics in HTLV-1 infection
 
Winslow (1).ppt
Winslow (1).pptWinslow (1).ppt
Winslow (1).ppt
 
Resolving transcriptional dynamics of the epithelial-mesenchymal transition u...
Resolving transcriptional dynamics of the epithelial-mesenchymal transition u...Resolving transcriptional dynamics of the epithelial-mesenchymal transition u...
Resolving transcriptional dynamics of the epithelial-mesenchymal transition u...
 
Silencing c-Myc translation as a therapeutic strategy through targeting PI3Kd...
Silencing c-Myc translation as a therapeutic strategy through targeting PI3Kd...Silencing c-Myc translation as a therapeutic strategy through targeting PI3Kd...
Silencing c-Myc translation as a therapeutic strategy through targeting PI3Kd...
 
March 14 Presentation to the new MS Bio students
March 14 Presentation to the new MS Bio studentsMarch 14 Presentation to the new MS Bio students
March 14 Presentation to the new MS Bio students
 
1 immunology-csbrp
1 immunology-csbrp1 immunology-csbrp
1 immunology-csbrp
 
Stam Cell Niche
Stam Cell NicheStam Cell Niche
Stam Cell Niche
 
CME: Sepsis Pathogenesis – Microbial factors
CME: Sepsis Pathogenesis – Microbial factorsCME: Sepsis Pathogenesis – Microbial factors
CME: Sepsis Pathogenesis – Microbial factors
 
Clinical molecular diagnostics for drug guidance
Clinical molecular diagnostics for drug guidanceClinical molecular diagnostics for drug guidance
Clinical molecular diagnostics for drug guidance
 
Akhtar et al. Stem Cell Reports (2015)
Akhtar et al. Stem Cell Reports (2015)Akhtar et al. Stem Cell Reports (2015)
Akhtar et al. Stem Cell Reports (2015)
 
The Effects of Ibrutinib on Anti Apoptotic Proteins in PTLD
The Effects of Ibrutinib on Anti Apoptotic Proteins in PTLDThe Effects of Ibrutinib on Anti Apoptotic Proteins in PTLD
The Effects of Ibrutinib on Anti Apoptotic Proteins in PTLD
 
Role of Thromboxane A2 in the Induction of Apoptosis of Immature Thymocytes b...
Role of Thromboxane A2 in the Induction of Apoptosis of Immature Thymocytes b...Role of Thromboxane A2 in the Induction of Apoptosis of Immature Thymocytes b...
Role of Thromboxane A2 in the Induction of Apoptosis of Immature Thymocytes b...
 
MOLECULAR MARKERS IN NKTL
 MOLECULAR MARKERS IN NKTL MOLECULAR MARKERS IN NKTL
MOLECULAR MARKERS IN NKTL
 
Transcription Factors
Transcription FactorsTranscription Factors
Transcription Factors
 
2014 - cIAP1 regulates TNF-mediated cdc42 activation and filopodia formation
2014 - cIAP1 regulates TNF-mediated cdc42 activation and filopodia formation2014 - cIAP1 regulates TNF-mediated cdc42 activation and filopodia formation
2014 - cIAP1 regulates TNF-mediated cdc42 activation and filopodia formation
 
Tnf alpha presentation
Tnf alpha presentationTnf alpha presentation
Tnf alpha presentation
 
BioMAP<sup>®</sup> Primary Human Cell-Based Systems for Drug Discovery
BioMAP<sup>®</sup> Primary Human Cell-Based Systems for Drug DiscoveryBioMAP<sup>®</sup> Primary Human Cell-Based Systems for Drug Discovery
BioMAP<sup>®</sup> Primary Human Cell-Based Systems for Drug Discovery
 
Cll pathogenesis and targeted therapy
Cll pathogenesis and targeted therapyCll pathogenesis and targeted therapy
Cll pathogenesis and targeted therapy
 
Hallmarks of cancer and radiopharmaceuticals
Hallmarks of cancer and radiopharmaceuticalsHallmarks of cancer and radiopharmaceuticals
Hallmarks of cancer and radiopharmaceuticals
 

Recently uploaded

WSO2's API Vision: Unifying Control, Empowering Developers
WSO2's API Vision: Unifying Control, Empowering DevelopersWSO2's API Vision: Unifying Control, Empowering Developers
WSO2's API Vision: Unifying Control, Empowering DevelopersWSO2
 
Six Myths about Ontologies: The Basics of Formal Ontology
Six Myths about Ontologies: The Basics of Formal OntologySix Myths about Ontologies: The Basics of Formal Ontology
Six Myths about Ontologies: The Basics of Formal Ontologyjohnbeverley2021
 
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...apidays
 
Introduction to Multilingual Retrieval Augmented Generation (RAG)
Introduction to Multilingual Retrieval Augmented Generation (RAG)Introduction to Multilingual Retrieval Augmented Generation (RAG)
Introduction to Multilingual Retrieval Augmented Generation (RAG)Zilliz
 
AWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of TerraformAWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of TerraformAndrey Devyatkin
 
Boost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdfBoost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdfsudhanshuwaghmare1
 
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers:  A Deep Dive into Serverless Spatial Data and FMECloud Frontiers:  A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FMESafe Software
 
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot TakeoffStrategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoffsammart93
 
Finding Java's Hidden Performance Traps @ DevoxxUK 2024
Finding Java's Hidden Performance Traps @ DevoxxUK 2024Finding Java's Hidden Performance Traps @ DevoxxUK 2024
Finding Java's Hidden Performance Traps @ DevoxxUK 2024Victor Rentea
 
MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024MIND CTI
 
Vector Search -An Introduction in Oracle Database 23ai.pptx
Vector Search -An Introduction in Oracle Database 23ai.pptxVector Search -An Introduction in Oracle Database 23ai.pptx
Vector Search -An Introduction in Oracle Database 23ai.pptxRemote DBA Services
 
Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...apidays
 
Exploring Multimodal Embeddings with Milvus
Exploring Multimodal Embeddings with MilvusExploring Multimodal Embeddings with Milvus
Exploring Multimodal Embeddings with MilvusZilliz
 
Artificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : UncertaintyArtificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : UncertaintyKhushali Kathiriya
 
Why Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire businessWhy Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire businesspanagenda
 
Corporate and higher education May webinar.pptx
Corporate and higher education May webinar.pptxCorporate and higher education May webinar.pptx
Corporate and higher education May webinar.pptxRustici Software
 
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc
 
Strategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a FresherStrategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a FresherRemote DBA Services
 
Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...
Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...
Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...apidays
 

Recently uploaded (20)

WSO2's API Vision: Unifying Control, Empowering Developers
WSO2's API Vision: Unifying Control, Empowering DevelopersWSO2's API Vision: Unifying Control, Empowering Developers
WSO2's API Vision: Unifying Control, Empowering Developers
 
Six Myths about Ontologies: The Basics of Formal Ontology
Six Myths about Ontologies: The Basics of Formal OntologySix Myths about Ontologies: The Basics of Formal Ontology
Six Myths about Ontologies: The Basics of Formal Ontology
 
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
 
Introduction to Multilingual Retrieval Augmented Generation (RAG)
Introduction to Multilingual Retrieval Augmented Generation (RAG)Introduction to Multilingual Retrieval Augmented Generation (RAG)
Introduction to Multilingual Retrieval Augmented Generation (RAG)
 
Understanding the FAA Part 107 License ..
Understanding the FAA Part 107 License ..Understanding the FAA Part 107 License ..
Understanding the FAA Part 107 License ..
 
AWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of TerraformAWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of Terraform
 
Boost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdfBoost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdf
 
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers:  A Deep Dive into Serverless Spatial Data and FMECloud Frontiers:  A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
 
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot TakeoffStrategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
 
Finding Java's Hidden Performance Traps @ DevoxxUK 2024
Finding Java's Hidden Performance Traps @ DevoxxUK 2024Finding Java's Hidden Performance Traps @ DevoxxUK 2024
Finding Java's Hidden Performance Traps @ DevoxxUK 2024
 
MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024
 
Vector Search -An Introduction in Oracle Database 23ai.pptx
Vector Search -An Introduction in Oracle Database 23ai.pptxVector Search -An Introduction in Oracle Database 23ai.pptx
Vector Search -An Introduction in Oracle Database 23ai.pptx
 
Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...
 
Exploring Multimodal Embeddings with Milvus
Exploring Multimodal Embeddings with MilvusExploring Multimodal Embeddings with Milvus
Exploring Multimodal Embeddings with Milvus
 
Artificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : UncertaintyArtificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : Uncertainty
 
Why Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire businessWhy Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire business
 
Corporate and higher education May webinar.pptx
Corporate and higher education May webinar.pptxCorporate and higher education May webinar.pptx
Corporate and higher education May webinar.pptx
 
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
 
Strategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a FresherStrategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a Fresher
 
Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...
Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...
Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...
 

The Phantom Menace

  • 1. HTLV-1 induced Adult T-cell Leukemia (ATL): “The Phantom Menace” Harshawardhan Bal, Ph.D. Department of Cancer Immunology and AIDS Dana-Farber Cancer Institute
  • 2. Adult T-cell Leukemia ATL identified as a distinct clinical entity in 1977 ATL is a fatal malignancy of mature CD4+ T-cells Clonal expansion of CD4+CD25+ T-cells Impaired cell-mediated immunity, opportunistic infections, lymphoid organ infiltration
  • 3. Human T-cell Lymphotropic Virus Type I Causative agent of ATL identified in 1980 The first retrovirus shown to be associated with human disease Cellular receptor is the major glucose transporter GLUT1
  • 4. Organization of the HTLV-1 Genome ORFs involved in viral infectivity, maintenance of high viral loads, host cell activation p12, p27, p13, and p30 tax, rex Regulatory genes: transcriptional/post-transcriptional regulators of viral gene expression HTLV-1 transactivator Tax, the major viral oncoprotein
  • 5. Pleiotropic Effects of HTLV-1 Tax Tax inhibits apoptosis in infected T-cells Tax causes genomic instability Tax affects host DNA repair mechanisms Tax disregulates the cell cycle machinery Tax causes neoplastic transformation
  • 6. ATL Clinical Course (“The Dark Side”) ATL cells lose HTLV-1 gene expression Selective methylation of 5’ LTR and silencing of viral gene Txp Nonsense or missense mutation of the tax gene in fresh ATL cells No cell-free infectious HTLV-I particles shed ATL develops after a latency period of > 30 years Chronic CTL response indicates HTLV-1 genes are expressed persistently Aggressive clinical course, MST of 3-6 months No treatment currently exists for ATL Infects 15-25 million people worldwide including Southeastern United States
  • 7. Massively Parallel Signature Sequencing (MPSS) Global transcription profiling platform Comprehensive and quantitative measurement, sequences > 1 M beads Provides 17-20 mer “signatures” of sampled transcripts Transcript abundance as “transcripts per million (TPM)” Very high dynamic range - single mRNA copy per cell 3’ UTR signatures identify homologous members of genes Not limited to a pre-determined set of genes Powerful discovery research tool
  • 8. Massively Parallel Signature Sequencing (MPSS)
  • 9. Massively Parallel Signature Sequencing (MPSS) Sequence
  • 10. MPSS Data Format Signature p-value Control TPM/SD Exp TPM/SD Class Annotation Class 1: Transcripts with poly (A) signal + poly (A) tail Class 2: Transcripts with poly (A) signal Class 3: Transcripts with poly (A) tail
  • 11. Activated CD4+ T-cells vs Acutely HTLV-1 Transformed Cells PHA/IL-2 activated CD4+ T-cells Immortalized (IL-2 dependent) MPSS comparison Transformed (IL-2 independent) Abundantly express Tax Acutely transformed (B1 and C5 cells) Activated CD4+ T-cells vs B1 Activated CD4+ T-cells vs C5
  • 12. Mining MPSS Data Signature p-value Control TPM/SD Exp TPM/SD Class Annotation
  • 13. Mining MPSS Data Which signatures/transcripts are the most reliable? Which signatures/transcripts are differentially expressed? What are the molecular functions of these differentially expressed signatures? Which signatures/transcripts interact with each other? What are the common pathways that they participate in? Which pathway members are simultaneously up- or downregulated? How do these transcripts contribute to leukemogenesis?
  • 14. Pipeline for Analysis of MPSS Data Signatures with UniGene Ids (Activated vs Transformed) Filter signatures by p-value (< 0.001) AND Class (1-3) Filter signatures by TPM Upregulated signatures Downregulated signatures Classification by molecular function/biological process Apoptosis Cell cycle Oncogenesis Anti-apoptosis DNA repair
  • 15. Querying MPSS Data for Differential Expression
  • 16. Viewing MPSS Data Graphically [ Upregulated ] [ Downregulated ] (Exp TPM, Control TPM)
  • 17. Analysis of Deregulation (Clustering with Spotfire) 1.37E4 0 c472tpm b1tpm c5tpm Control HTLV-B1 HTLV-C5 0 500 1000 TPM
  • 18. Data Integration, Text Mining and Analysis Perl PubMed Data integration MPSS UniGene ……… ……… ……… LocusLink ……… OMIM GOTM Protein-protein interactions Known disease correlations Relation to apoptosis, cell cycle, DNA damage, … Previously reported interactions with HTLV-1 genes
  • 19. Detailed Gene Summaries Extract gene aliases (HUGO names), RefSeq summaries and associated GO terms
  • 20. PubMed Literature Search Extract previously reported findings (if any) from PubMed using keywords
  • 21. Text Mining Abstracts for Interactors & Related Genes Genes reported in PubMed literature that Genes that interact with XRCC5 and are known to interact with XRCC5 are simultaneously detected by MPSS
  • 23. Upregulation of NF-kB Subunits/Inducing Kinases
  • 24. Upregulation of BCL2 Family/NF-kB: Role of Akt1 NF-kB stimulates the expression of Akt1 Akt1 regulates T-cell survival via activation of NF-kB Akt1 regulates the expression of anti-apoptotic BIRC3 and BCL2 Akt1 phosphorylates BAD and releases pro-apoptotic bcl-xL Akt1 induces Txp of c-FLIP which inhibits TNFR-induced apoptosis Hypothesis: Akt1 is constitutively activated in ATL
  • 25. Downregulation of TNFR Superfamily
  • 26. Deregulation of TNFR Superfamily: Role of GITR
  • 27. Deregulation of TNFR Superfamily: Role of GITR A T helper cell activation marker Highly expressed on CD3+CD4+CD25+ regulatory T cells T regs profoundly suppress host immune responses and antitumor immunity GITR involved in the negative regulation of T-cell activation and T-cell apoptosis Hypothesis: Inhibition of GITR-mediated signaling may abolish T-cell survival in ATL
  • 28. Deregulation of TNFR Superfamily: Role of CD27/CD27L CD27/CD70 interactions are important for maturation/activation of B- & T-cells CD70-expressing glioma cells induce release of soluble CD27 from PBMCs CD70 mediates immune escape of human malignant gliomas Inverted profile observed in lymphoproliferative diseases such as CLL and NHL Hypothesis: Overexpression of CD70 may be linked to enhanced T-cell survival in ATL
  • 29. Deregulation of TNF Superfamily Associated Genes FADD CASP8 TNFα TNFR1 TRADD RIPK1 CRADD CASP2
  • 30. Survival Pathways in Acutely HTLV-1 Transformed Cells HTLV-1 Tax/? (PI3K) p p p bcl-xL +p +p BAD Akt? IKK NF-κB IκB NIK/COT + + + + + + bcl-xL BCL2 BIRC3 NF-κB BCL2 Neoplastic c-FLIP transformation bcl-xL CASP8 Cytochrome c Genetic alterations Drug resistance FADD CRADD RIPK1 TRADD TNFR1/TNFR2/DR3 Apoptotic signals TNFα
  • 31. MPSS Analysis of ATL: Insights & Conclusions Survival of HTLV-1 transformed T-cells due to activation of NF-kB and PI3K/Akt pathways and downregulation of TNF-mediated apoptotic pathways Akt1 and NF-kB may act in concert to form a perpetual potentiating loop and enhance T-cell survival Downstream effects of survival pathways likely mediated by anti-apoptotic BCL2 (BCL2, bcl-xL) and IAP family members (BIRC3) Putative Tax-independent mechanisms of NF-kB activation explained via Akt1 Akt1 and BCL2/bcl-xL may explain drug resistance and genetic alterations in ATL Elevated GITR may suppress T-cell immunity and antitumor responses High CD70/low CD27 may help HTLV-1 evade immune response
  • 32. Acknowledgements The Marasco Lab @ DFCI (2003-2004) Aki Murakami Jihua Cheng Aimee Tallarico Leslie Matthews Quan Zhu Keiko Azuma Jianhua Sui Wayne Marasco Wei Wang & Tom Vasicek, Lynx Therapeutics (and George Lucas, Industrial Light & Magic)
  • 33. Contact Harshawardhan Bal, M.Pharm., PhD harsh.bal@gmail.com Sponsored by PerlSource Informatics http://www.perlsource.net Visit us for online training in Perl for Bioinformatics Unix for Bioinformatics Java for Bioinformatics Foundation courses in Bioinformatics