tumor microenvironment analysis provides insights into the … · 2019. 2. 12. · priyadharshini ,...

1
Key findings v OncoPept TUME identifies cancers in which CD8 T-cell infiltration differentially affects patient survival v Differentially expressed genes in these two groups identify pathways that interact with CD8 T-cells to impact outcome v Poor prognosis group shows enrichment of ECM and immunosuppressive pathways absent from the good prognosis group Tumor microenvironment analysis provides insights into the activity of CD8 T-cells and their impact on survival Ashwini Patil, MS 1 , Nitin Mandloi, MS 1 , Kiran V. Paul, MS 1 , Malini Manoharan, PhD 1 , Priyanka Shah, PhD 1 , Sushri Priyadharshini , MS 1 , Rohit Gupta, PhD 1 , and Amitabha Chaudhuri, PhD 1 , Ravi Gupta, PhD 1 , 1 MedGenome Inc, Foster city, California, United States The TCGA data was analyzed using MedGenome’s proprietary OncoPept TUME solution. The solution employs curated gene expression signatures to dissect components of the tumor microenvironment. The abundance of cells in the tumors is calculated from the expression of genes contained in each signature. www.medgenome.com/oncopept Methods The tumor microenvironment regulates the behavior of malignant cells through a variety of heterotypic cell- cell and cell-matrix interactions. Tumor growth is promoted by the failure of the immune-surveillance mechanisms to keep the tumor growth in check, and is further augmented by soluble factors produced by the stromal cells, including the immune cells. In this study, we analyzed TCGA data to investigate the impact of CD8 T-cell infiltration on the disease outcome. Our analysis indicates that CD8 T-cell infiltration predicts favorable survival in certain cancers, whereas in other cancers survival was unaffected. By comparing tumors from these two groups, we show that multiple cell-intrinsic and extrinsic pathways modulate the anti-tumorigenic effects of CD8 T-cells. The group favored by CD8 T- cell infiltration lacked extracellular matrix remodeling and other immune suppressive pathways that were both enriched in tumors lacking benefit of CD8 T-cell infiltration. 1. Investigate the tumor microenvironment features using the OncoPept TUME solution. 2. Evaluate infiltration of CD8 T-cells in 9345 TCGA tumor samples from 33 cancers. 3. Analyze cell-intrinsic and extrinsic mechanisms that impact survival in the presence of CD8 T-cells. Introduction Results Figure 5. Expression checkpoint regulators Figure 3. CD8 T-cell infiltration in 33 cancers Figure 2. Creation of gene signatures Figure 6. CD8 infiltration and survival outcome Figure 4. Infiltration of CD8 T-cells and immune reactivity of the tumors. Figure 7. Stromal, Immune and Epithelial content Objectives Figure 8. Enrichment of PIK3CA mutations in Low CD8 tumors from breast cancer Figure 1. OncoPept TUME workflow Conclusions Analysis of the CD8 T-cell content in 9345 tumors from 33 cancers indicate that T-cell infiltration varies significantly across tumors: 35% in melanoma and 1% in prostate cancer. High T-cell infiltrated tumors are rich in T-cell- specific markers and IFN-g expression although survival benefit is not seen in all cancers Activation of multiple oncogenic and tumor suppressive pathways correlate with CD8 T-cell exclusion opening up opportunities for target discovery. Our study identifies multiple pathways that can be targeted to increase the sensitivity of tumors to checkpoint blockade. Survival Benefit No Benefit SKCM LUAD BRCA LUSC HNSC THCA CESC LIHC KIRC STAD Breast cancer High CD8 (12% mutated samples) Low CD8 (23% mutated samples) CD8 Score CD8 Score Stromal Immune Epithelial Time in days Survival probability Survival probability SKCM LUAD P=0.0012 P=0.5 SKCM HNSC PRAD High mutation burden Mutation per MB > 0.05 Medium mutation burden Mutation per MB > 0.01 & < 0.05 Low mutation burden Mutation per MB < 0.01 35% 17% 1% log2( RSEM +1 )

Upload: others

Post on 19-Feb-2021

1 views

Category:

Documents


0 download

TRANSCRIPT

  • Key findingsv OncoPeptTUME identifies cancers in which CD8 T-cell infiltration differentially affects

    patient survivalv Differentially expressed genes in these two groups identify pathways that interact

    with CD8 T-cells to impact outcomev Poor prognosis group shows enrichment of ECM and immunosuppressive pathways

    absent from the good prognosis group

    Tumor microenvironment analysis provides insights into the activity of CD8 T-cells and their impact on survivalAshwiniPatil,MS1,NitinMandloi,MS1,KiranV.Paul,MS1,MaliniManoharan,PhD1,PriyankaShah,PhD1, Sushri

    Priyadharshini ,MS1, Rohit Gupta,PhD1,andAmitabha Chaudhuri,PhD1,RaviGupta,PhD1,1MedGenomeInc,Fostercity,California,UnitedStates

    • The TCGA data was analyzed using MedGenome’sproprietary OncoPeptTUME solution. The solutionemploys curated gene expression signatures todissect components of the tumor microenvironment.The abundance of cells in the tumors is calculatedfrom the expression of genes contained in eachsignature.

    • www.medgenome.com/oncopept

    Methods

    The tumor microenvironment regulates the behavior ofmalignant cells through a variety of heterotypic cell-cell and cell-matrix interactions. Tumor growth ispromoted by the failure of the immune-surveillancemechanisms to keep the tumor growth in check, andis further augmented by soluble factors produced bythe stromal cells, including the immune cells. In thisstudy, we analyzed TCGA data to investigate theimpact of CD8 T-cell infiltration on the diseaseoutcome. Our analysis indicates that CD8 T-cellinfiltration predicts favorable survival in certaincancers, whereas in other cancers survival wasunaffected. By comparing tumors from these twogroups, we show that multiple cell-intrinsic andextrinsic pathways modulate the anti-tumorigeniceffects of CD8 T-cells. The group favored by CD8 T-cell infiltration lacked extracellular matrix remodelingand other immune suppressive pathways that wereboth enriched in tumors lacking benefit of CD8 T-cellinfiltration.

    1. Investigate the tumor microenvironment featuresusing the OncoPeptTUME solution.

    2. Evaluate infiltration of CD8 T-cells in 9345 TCGAtumor samples from 33 cancers.

    3. Analyze cell-intrinsic and extrinsic mechanisms thatimpact survival in the presence of CD8 T-cells.

    Introduction Results

    Figure 5. Expression checkpoint regulators

    Figure 3. CD8 T-cell infiltration in 33 cancers

    Figure 2. Creation of gene signatures

    Figure 6. CD8 infiltration and survival outcome

    Figure 4. Infiltration of CD8 T-cells and immune reactivity of the tumors.

    Figure 7. Stromal, Immune and Epithelial content

    ObjectivesFigure 8. Enrichment of PIK3CA mutations in Low CD8 tumors from breast cancer

    Figure 1. OncoPeptTUME workflow

    Conclusions

    • Analysis of the CD8 T-cell content in 9345tumors from 33 cancers indicate that T-cellinfiltration varies significantly across tumors:35% in melanoma and 1% in prostate cancer.

    • High T-cell infiltrated tumors are rich in T-cell-specific markers and IFN-gexpression althoughsurvival benefit is not seen in all cancers

    • Activation of multiple oncogenic and tumorsuppressive pathways correlate with CD8 T-cellexclusion opening up opportunities for targetdiscovery.

    • Our study identifies multiple pathways that canbe targeted to increase the sensitivity of tumorsto checkpoint blockade.

    SurvivalBenefit

    NoBenefit

    SKCM LUAD

    BRCA LUSC

    HNSC THCA

    CESC LIHC

    KIRC

    STAD

    Breastcancer

    HighCD8(12%mutatedsamples)

    LowCD8(23%mutatedsamples)

    CD8Score

    CD8Score

    StromalImmuneEpithelial

    Timeindays

    Survivalproba

    bility

    Survivalproba

    bility SKCM

    LUAD

    P=0.0012

    P=0.5

    SKCM HNSC PRAD

    HighmutationburdenMutationperMB>0.05

    MediummutationburdenMutationperMB>0.01&<0.05

    LowmutationburdenMutationperMB<0.01

    35% 17% 1%

    log2(R

    SEM+1)