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Slack, Graham W.

https://orcid.org/0000-0001-9132-3611

Mayo Clinic

BC Cancer Agency

Citations 22

Gene Expression Signatures for the Accurate Diagnosis of Peripheral T-Cell Lymphoma Entities in the Routine Clinical Practice
Amador, Catalina , Wright, George W. , Weisenburger, Dennis D. , Greiner, Timothy C. , Lone, Waseem , Heavican, Tayla B., Smith, Lynette M. , Pileri, Stefano , Tabanelli, Valentina , Ott, German , Rosenwald, Andreas , Slack, Graham W. , Kim, Won Seog , Hyeh, Young, Li, Yuping , Dong, Gehong, Ondrejka, Sarah L. , Cook, James R. , Lim, Soon Thye , Ong, Choon Kiat , Chapman, Jennifer R. , Raess, Philipp W. , Blombery, Piers , Morris, Stephan W., Staudt, Louis M. , Chan, Wing C. , Iqbal, Javeed , Greiner, Timothy C , Heavican, Tayla B , Smith, Lynette , Pileri, Stefano , Tabanelli, Valentina , Ott, German , Savage, Kerry J , Kim, Won Seog , Hyeh, Young , Song, Joo Y , Ondrejka, Sarah , Cook, James R , Lim, Soon Thye , Ong, Choon Kiat , Inghirami, Giorgio , Raess, Philipp W , Gould, Clare , Jaffe, Elaine S , Vose, Julie , Chan, Wing C , Iqbal, Javeed , Amador, Catalina , Lone, Waseem G , Wright, George , Bouska, Alyssa , Feldman, Andrew L. , Savage, Kerry J. , Ko, Young Hyeh , Song, Joo Y. , Barrionuevo, Carlos , Inghirami, Giorgio , Bhagavathi, Sharathkumar , Gould, Clare , Jaffe, Elaine S. , Rimsza, Lisa M. , Vose, Julie M.

Journal of Clinical Oncology | July 15, 2022 | Volume: 40 | Issue: 36 | Pages: 4261-4275

10.1200/jco.21.02707 Get It

PURPOSE Peripheral T-cell lymphoma (PTCL) includes heterogeneous clinicopathologic entities with numerous diagnostic and treatment challenges. We previously defined robust transcriptomic signatures that distinguish common PTCL entities and identified two novel biologic and prognostic PTCL-not otherwise specified subtypes (PTCL-TBX21 and PTCL-GATA3). We aimed to consolidate a gene expression–based subclassification using formalin-fixed, paraffin-embedded (FFPE) tissues to improve the accuracy and precision in PTCL diagnosis. MATERIALS AND METHODS We assembled a well-characterized PTCL training cohort (n = 105) with gene expression profiling data to derive a diagnostic signature using fresh-frozen tissue on the HG-U133plus2.0 platform (Affymetrix, Inc, Santa Clara, CA) subsequently validated using matched FFPE tissues in a digital gene expression profiling platform (nCounter, NanoString Technologies, Inc, Seattle, WA). Statistical filtering approaches were applied to refine the transcriptomic signatures and then validated in another PTCL cohort (n = 140) with rigorous pathology review and ancillary assays. RESULTS In the training cohort, the refined transcriptomic classifier in FFPE tissues showed high sensitivity (> 80%), specificity (> 95%), and accuracy (> 94%) for PTCL subclassification compared with the fresh-frozen–derived diagnostic model and showed high reproducibility between three independent laboratories. In the validation cohort, the transcriptional classifier matched the pathology diagnosis rendered by three expert hematopathologists in 85% (n = 119) of the cases, showed borderline association with the molecular signatures in 6% (n = 8), and disagreed in 8% (n = 11). The classifier improved the pathology diagnosis in two cases, validated by clinical findings. Of the 11 cases with disagreements, four had a molecular classification that may provide an improvement over pathology diagnosis on the basis of overall transcriptomic and morphological features. The molecular subclassification provided a comprehensive molecular characterization of PTCL subtypes, including viral etiologic factors and translocation partners. CONCLUSION We developed a novel transcriptomic approach for PTCL subclassification that facilitates translation into clinical practice with higher precision and uniformity than conventional pathology diagnosis.
The Genomic Landscape of Plasmablastic Lymphoma (PBL) - an L.L.M.P.P. Project
Slack, Graham W. , Farinha, Pedro , Cook, James R. , Ott, German , Rosenwald, Andreas , Amador, Catalina, Greiner, Timothy C. , Weisenburger, Dennis D. , Chan, Wing C. , Beiske, Klaus , Delabie, Jan , Delabie, Jan , Farinha, Pedro , Wong, Jasper , Collinge, Brett , Hilton, Laura K. , Ben‐Neriah, Susana , Salaverría, Itziar , Campo, Elı́as , Jaffe, Elaine S. , Raess, Philipp W. , Song, Joo Y. , Inghirami, Giorgio , Holte, Harald , Fu, Kai, Pittaluga, Stefania , Feldman, Andrew L. , Savage, Kerry J. , Mungall, Andrew J. , Steidl, Christian , Rimsza, Lisa M. , Morin, Ryan D , Scott, David W.

Blood | November 23, 2021 | Volume: 138 | Issue: Supplement 1 | Pages: 1326-1326

10.1182/blood-2021-153441 Get It

Abstract Introduction: Plasmablastic lymphoma (PBL) is an aggressive B-cell lymphoma that predominantly occurs in patients with HIV or other causes of immunodeficiency. Frequent infection by the Epstein-Barr virus (EBV) and MYC translocations have been described as major features contributing to the pathogenesis of PBL. Prior studies examining the genetic landscape of PBL have largely relied on targeted capture-based sequencing approaches. As such, the molecular features of PBL remain to be fully explored. Here, we provide a comprehensive description of the genomic landscape of PBL using whole-genome and whole-exome sequencing to identify commonly perturbed pathways. Method: Archival diagnostic fresh frozen and formalin fixed paraffin embedded tissue biopsies from 58 PBL tumours were accrued from Lymphoma/Leukemia Molecular Profiling Project (LLMPP) sites, including 15 tumours from Ramis-Zaldivar et al., Haematolgica 2021. MYC rearrangements were identified by break-apart fluorescent in situ hybridization (FISH) and rearrangement partner was determined in a subset of tumours from capture or genome sequencing data using structural variant callers Manta, GRIDSS, and Delly. High confidence somatic mutations (SNVs/Indels) were identified in data from whole-genome (n=5) or whole-exome (n=53) sequencing through an ensemble voting approach utilizing four variant callers (Strelka2, Lofreq, Mutect2, SAGE). Mutation frequencies in known lymphoma-related genes were compared to activated B-cell (ABC)-DLBCL (Schmitz et al., NEJM 2018), as the closest tumour entity in terms of putative cell-of-origin differentiation stage, to identify differences in genetic aberrations. Candidate somatic copy number alterations (CNAs) were identified from exome and genome sequencing data, using CopywriteR and ControlFREEC, respectively, and high-confidence CNAs were determined using GISTIC2.0. Results: Within the study cohort, 81% of patients were male with a median age of 59 years (range 11-88). HIV and EBV statuses were available for 47% of patients and 95% of tumours, respectively, with 49% (13/27) of the patients being HIV+ and 69% (38/55) of tumours being EBV+. MYC rearrangement was observed in 60% (35/58) of PBLs, with IGH as the partner gene in 88% (21/24) of tumours. The most frequently mutated genes were STAT3 (38%), TP53 (22%), NRAS (21%), and TET2 (16%), consistent with previous studies, however novel mutations were seen in DUSP2 (21%), KLHL6 (16%), and BHLHE41 (16%). Recurrent CNAs included amplifications in 1q, whole gains of 7, 8q24, 11p12 and deletions affecting 4p16, 5p15, 10q11.22. While the mutational landscapes were similar between samples with and without a MYC translocation, the MYC-translocated PBLs showed more frequent amplification of 1q32.1. When stratifying by EBV status, STAT3 and SOCS1 mutations were more frequent in EBV-positive tumours, whereas TP53, TET2, KRAS, and MMRN2 mutations were associated with EBV-negativity. In comparison to ABC-DLBCL, PBLs were significantly enriched in STAT3 and NRAS mutations, and lacked common mutations affecting the NF-κB pathway (eg. MYD88, CD79B, and NFKBIZ 3' UTR mutations). Mutations in genes that are frequently mutated in ABC-DLBCLs, such as those associated with plasma cell differentiation (eg. PRDM1) or a memory B-cell fate (eg. TBL1XR1), were also not mutated in PBLs. Finally, genetic alterations associated with immune evasion, such as deletion of MHC I and II and mutations in B2M, CIITA, and CD58, were rarely observed. Conclusion: These data present a comprehensive overview of the genomic landscape of PBLs in a large cohort. We show frequent mutations involving the JAK-STAT and MAPK pathways, wherein the genetic landscape can be differentially characterized by EBV status and MYC rearrangement status. We show that PBLs are genetically distinct from ABC-DLBCLs, with absence of mutations in genes affecting the NF-κB pathway, immune evasion, and driving a memory B-cell fate. Disclosures Slack: Seagen: Consultancy, Honoraria. Raess: Scopio Labs: Research Funding. Holte: Gilead: Membership on an entity's Board of Directors or advisory committees; Roche: Membership on an entity's Board of Directors or advisory committees; Nordic: Membership on an entity's Board of Directors or advisory committees; Nanovector: Membership on an entity's Board of Directors or advisory committees, Other: lectures honorarias; Novartis: Membership on an entity's Board of Directors or advisory committees; Takeda: Membership on an entity's Board of Directors or advisory committees. Savage: Servier: Consultancy, Honoraria; Roche: Research Funding; BMS: Consultancy, Honoraria, Other: Institutional clinical trial funding; Astra-Zeneca: Consultancy, Honoraria; Merck: Consultancy, Honoraria, Other: Institutional clinical trial funding; AbbVie: Consultancy, Honoraria; Seattle Genetics: Consultancy, Honoraria; Takeda: Other: Institutional clinical trial funding; Beigene: Other: Institutional clinical trial funding; Genentech: Research Funding. Steidl: Seattle Genetics: Consultancy; Curis Inc.: Consultancy; Bayer: Consultancy; Epizyme: Research Funding; Trillium Therapeutics: Research Funding; AbbVie: Consultancy; Bristol-Myers Squibb: Research Funding. Rimsza: NanoString Technologies: Other: Fee-for-service contract. Morin: Foundation for Burkitt Lymphoma Research: Membership on an entity's Board of Directors or advisory committees; Celgene: Consultancy; Epizyme: Patents & Royalties. Scott: Abbvie: Consultancy; AstraZeneca: Consultancy; Rich/Genentech: Research Funding; BC Cancer: Patents & Royalties: Patent describing assigning DLBCL COO by gene expression profiling--licensed to NanoString Technologies. Patent describing measuring the proliferation signature in MCL using gene expression profiling. ; Incyte: Consultancy; Janssen: Consultancy, Research Funding; Celgene: Consultancy; NanoString Technologies: Patents & Royalties: Patent describing measuring the proliferation signature in MCL using gene expression profiling..
Genome-Wide miRNA Expression Profiling of Molecular Subgroups of Peripheral T-cell Lymphoma
Lone, Waseem , Bouska, Alyssa , Sharma, Sunandini , Amador, Catalina, Herek, Tyler A. , Heavican, Tayla B., Yu, Jiayu , Lim, Soon Thye , Ong, Choon Kiat , Slack, Graham W. , Savage, Kerry J. , Rosenwald, Andreas , Ott, German , Cook, James R. , Greiner, Timothy C. , Weisenburger, Dennis D. , Motta, Giovanna , Chan, Wing C. , Iqbal, Javeed , Saumyaranjan, Mallick , Ong, Choon Kiat , Feldman, Andrew L , Weisenburger, Dennis D , Melle, Federica , Savage, Kerry J , Bouska, Alyssa , Iqbal, Javeed , Lone, Waseem G , Feldman, Andrew L. , Rimsza, Lisa M. , McKeithan, Timothy W. , Pileri, Stefano , Vose, Julie M.

Clinical Cancer Research | August 23, 2021 | Volume: 27 | Issue: 21 | Pages: 6039-6053

10.1158/1078-0432.ccr-21-0573 Get It

Abstract Purpose: Peripheral T-cell lymphoma (PTCL) is a heterogeneous group of non–Hodgkin lymphomas with aggressive clinical behavior. We performed comprehensive miRNA profiling in PTCLs and corresponding normal CD4+ Th1/2 and TFH-like polarized subsets to elucidate the role of miRNAs in T-cell lymphomagenesis. Experimental Design: We used nCounter (NanoString Inc) for miRNA profiling and validated using Taqman qRT-PCR (Applied Biosystems, Inc). Normal CD4+ T cells were polarized into effector Th subsets using signature cytokines, and miRNA significance was revealed using functional experiments. Results: Effector Th subsets showed distinct miRNA expression with corresponding transcription factor expression (e.g., BCL6/miR-19b, -106, -30d, -26b, in IL21-polarized; GATA3/miR-155, miR-337 in Th2-polarized; and TBX21/miR-181a, -331-3p in Th1-polarized cells). Integration of miRNA signatures suggested activation of TCR and PI3K signaling in IL21-polarized cells, ERK signaling in Th1-polarized cells, and AKT–mTOR signaling in Th2-polarized cells, validated at protein level. In neoplastic counterparts, distinctive miRNAs were identified and confirmed in an independent cohort. Integrative miRNA–mRNA analysis identified a decrease in target transcript abundance leading to deregulation of sphingolipid and Wnt signaling and epigenetic dysregulation in angioimmunoblastic T-cell lymphoma (AITL), while ERK, MAPK, and cell cycle were identified in PTCL subsets, and decreased target transcript abundance was validated in an independent cohort. Elevated expression of miRNAs (miR-126-3p, miR-145-5p) in AITL was associated with poor clinical outcome. In silico and experimental validation suggest two targets (miR-126→ SIPR2 and miR-145 → ROCK1) resulting in reduced RhoA-GTPase activity and T–B-cell interaction. Conclusions: Unique miRNAs and deregulated oncogenic pathways are associated with PTCL subtypes. Upregulated miRNA-126-3p and miR-145-5p expression regulate RhoA-GTPase and inhibit T-cell migration, crucial for AITL pathobiology.
Identification of high‐risk DUSP 22 ‐rearranged ALK ‐negative anaplastic large ce
Hapgood, Greg , Mottok, Anja , Lee, Derrick G. , Kridel, Robert , Villa, Diego , Gascoyne, Randy D. , Farinha, Pedro , Slack, Graham W. , Villa, Diego , Savage, Kerry J , Farinha, Pedro , Ben‐Neriah, Susana , Kridel, Robert , Sehn, Laurie H. , Connors, Joseph M. , Feldman, Andrew L. , Steidl, Christian , Scott, David W. , Savage, Kerry J.

British Journal of Haematology | March 14, 2019 | Volume: 186 | Issue: 3 | Pages: No page available

10.1111/bjh.15860 Get It

Comparison of the NCCN‐IPI, the IPI and PIT scores as prognostic tools in peripheral T‐cell lymphomas
Ellin, Fredrik , Maurer, Matthew J. , Srour, Line, Farooq, Umar , Smedby, Karin E. , Ansell, Stephen M. , Slack, Graham W. , Relander, Thomas, Cerhan, James R , Savage, Kerry J , Maurer, Matthew , Farooq, Umar , Jerkeman, Mats , Connors, Joseph M. , Bennani, N. Nora , Cerhan, James R. , Feldman, Andrew L. , Savage, Kerry J.

British Journal of Haematology | March 12, 2019 | Volume: 186 | Issue: 3 | Pages: No page available

10.1111/bjh.15859 Get It

Prognostic significance of the proliferation signature in mantle cell lymphoma measured using digital gene expression in formalin-fixed paraffin-embedded tissue biopsies.
Wright, George W. , Slack, Graham W. , Pinyol, Magda, Boyle, Merrill, Villa, Diego , Rosenwald, Andreas , Staudt, Louis M. , Gascoyne, Randy D. , (LLMPP), on behalf of the Leukemia Lymphoma Molecular Profiling Project, Scott, David W. , Abrisqueta, Pau , Jares, Pedro , Mottok, Anja , Royo, Cristina , Clot, Guillem , Steidl, Christian , Connors, Joseph M. , Rimsza, Lisa M. , Campo, Elı́as , (LLMPP), on behalf of the Leukemia Lymphoma Molecular Profiling Project, Wright, George

Journal of Clinical Oncology | September 6, 2018 | Volume: 34 | Issue: 15_suppl | Pages: 7510-7510

10.1200/jco.2016.34.15_suppl.7510 Get It

High-grade B-cell lymphoma with MYC and BCL2 and/or BCL6 rearrangements with diffuse large B-cell lymphoma morphology
King, Rebecca L. , Jiang, Aixiang , Horn, Heike , Mottok, Anja , Farinha, Pedro , Slack, Graham W. , Ennishi, Daisuke , Schmitz, Norbert , Pfreundschuh, Michael , Nowakowski, Grzegorz S. , Gascoyne, Randy D. , Ott, German , Macon, William R. , Rosenwald, Andreas , Scott, David W. , Staiger, Annette M. , Ben‐Neriah, Susana , Kahl, Brad S. , Connors, Joseph M. , Farinha, Pedro

Blood | February 23, 2018 | Volume: 131 | Issue: 18 | Pages: 2060-2064

10.1182/blood-2017-12-820605 Get It

Key Points HGBL-DH/TH makes up 8% of de novo DLBCL, with HGBL-DH/TH with BCL2 rearrangement being a GCB phenomenon. Restricting FISH testing to tumors with dual protein expression and GCB subtype results in testing <15% of tumors, but missing ∼35% of HGBL-DH/TH.