Person: Ramaswamy, Sridhar
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Publication SETD1A modulates cell cycle progression through a miRNA network that regulates p53 target genes
(Nature Pub. Group, 2015) Tajima, Ken; Yae, Toshifumi; Javaid, Sarah; Tam, Oliver; Comaills, Valentine; Morris, Robert; Wittner, Ben; Liu, Mingzhu; Engstrom, Amanda; Takahashi, Fumiyuki; Black, Joshua C.; Ramaswamy, Sridhar; Shioda, Toshihiro; Hammell, Molly; Haber, Daniel; Whetstine, Johnathan; Maheswaran, ShyamalaExpression of the p53-inducible antiproliferative gene BTG2 is suppressed in many cancers in the absence of inactivating gene mutations, suggesting alternative mechanisms of silencing. Using a shRNA screen targeting 43 histone lysine methyltransferases (KMTs), we show that SETD1A suppresses BTG2 expression through its induction of several BTG2-targeting miRNAs. This indirect but highly specific mechanism, by which a chromatin regulator that mediates transcriptional activating marks can lead to the downregulation of a critical effector gene, is shared with multiple genes in the p53 pathway. Through such miRNA-dependent effects, SETD1A regulates cell cycle progression in vitro and modulates tumorigenesis in mouse xenograft models. Together, these observations help explain the remarkably specific genetic consequences associated with alterations in generic chromatin modulators in cancer.
Publication RNA Sequencing of Pancreatic Circulating Tumour Cells Implicates WNT Signaling in Metastasis
(2012) Yu, Min; Ting, David; Stott, Shannon; Wittner, Ben; Ozsolak, Fatih; Paul, S.; Ciciliano, Jordan C.; Smas, Malgorzata E.; Winokur, Daniel; Gilman, Anna J.; Ulman, Matthew J.; Xega, Kristina; Contino, Gianmarco; Alagesan, Brinda; Brannigan, Brian W.; Milos, Patrice M.; Ryan, David; Sequist, Lecia; Bardeesy, Nabeel; Ramaswamy, Sridhar; Toner, Mehmet; Maheswaran, Shyamala; Haber, DanielCirculating tumour cells (CTCs) shed into blood from primary cancers include putative precursors that initiate distal metastases. While these cells are extraordinarily rare, they may identify cellular pathways contributing to the blood-borne dissemination of cancer. Here, we adapted a microfluidic device for efficient capture of CTCs from an endogenous mouse pancreatic cancer model and subjected CTCs to single molecule RNA sequencing, identifying Wnt2 as a candidate gene enriched in CTCs. Expression of Wnt2 in pancreatic cancer cells suppresses anoikis, enhances anchorage-independent sphere formation, and increases metastatic propensity in vivo. This effect is correlated with fibronectin upregulation and suppressed by inhibition of Map3k7 (Tak1) kinase. In humans, formation of non-adherent tumour spheres by pancreatic cancer cells is associated with upregulation of multiple Wnt genes, and pancreatic CTCs revealed enrichment for Wnt signaling in 5 of 11 cases. Thus, molecular analysis of CTCs may identify candidate therapeutic targets to prevent the distal spread of cancer.
Publication Genomics of Drug Sensitivity in Cancer (GDSC): a Resource for Therapeutic Biomarker Discovery in Cancer Cells
(Oxford University Press, 2012) Yang, Wanjuan; Soares, Jorge; Greninger, Patricia; Edelman, Elena J.; Lightfoot, Howard; Forbes, Simon; Bindal, Nidhi; Beare, Dave; Smith, James A.; Thompson, I. Richard; Ramaswamy, Sridhar; Futreal, P. Andrew; Haber, Daniel; Stratton, Michael R.; Benes, Cyril; McDermott, Ultan; Garnett, Mathew J.Alterations in cancer genomes strongly influence clinical responses to treatment and in many instances are potent biomarkers for response to drugs. The Genomics of Drug Sensitivity in Cancer (GDSC) database (www.cancerRxgene.org) is the largest public resource for information on drug sensitivity in cancer cells and molecular markers of drug response. Data are freely available without restriction. GDSC currently contains drug sensitivity data for almost 75 000 experiments, describing response to 138 anticancer drugs across almost 700 cancer cell lines. To identify molecular markers of drug response, cell line drug sensitivity data are integrated with large genomic datasets obtained from the Catalogue of Somatic Mutations in Cancer database, including information on somatic mutations in cancer genes, gene amplification and deletion, tissue type and transcriptional data. Analysis of GDSC data is through a web portal focused on identifying molecular biomarkers of drug sensitivity based on queries of specific anticancer drugs or cancer genes. Graphical representations of the data are used throughout with links to related resources and all datasets are fully downloadable. GDSC provides a unique resource incorporating large drug sensitivity and genomic datasets to facilitate the discovery of new therapeutic biomarkers for cancer therapies.
Publication Dynamic Chromatin Modification Sustains Epithelial-Mesenchymal Transition following Inducible Expression of Snail-1
(2014) Javaid, Sarah; Zhang, Jianmin; Anderssen, Endre; Black, Josh C.; Wittner, Ben; Tajima, Ken; Ting, David; Smolen, Gromoslaw A.; Zubrowski, Matthew; Desai, Rushil; Maheswaran, Shyamala; Ramaswamy, Sridhar; Whetstine, Johnathan; Haber, DanielSUMMARY Epithelial-mesenchymal transition (EMT) is thought to contribute to cancer metastasis, but its underlying mechanisms are not well understood. To define early steps in this cellular transformation, we analyzed human mammary epithelial cells with tightly regulated expression of Snail-1, a master regulator of EMT. After Snail-1 induction, epithelial markers were repressed within 6 hr, and mesenchymal genes were induced at 24 hr. Snail-1 binding to its target promoters was transient (6–48 hr) despite continued protein expression, and it was followed by both transient and long-lasting chromatin changes. Pharmacological inhibition of selected histone acetylation and demethylation pathways suppressed the induction as well as the maintenance of Snail-1-mediated EMT. Thus, EMT involves an epigenetic switch that may be prevented or reversed with the use of small-molecule inhibitors of chromatin modifiers.
Publication Expression of β-globin by cancer cells promotes cell survival during blood-borne dissemination
(Nature Publishing Group, 2017) Zheng, Yu; Miyamoto, David; Wittner, Ben; Sullivan, James; Aceto, Nicola; Jordan, Nicole Vincent; Yu, Min; Karabacak, Nezihi; Comaills, Valentine; Morris, Robert; Desai, Rushil; Desai, Niyati; Emmons, Erin; Milner, John D.; Lee, Richard; Wu, Chin-Lee; Sequist, Lecia; Haas, Wilhelm; Ting, David; Toner, Mehmet; Ramaswamy, Sridhar; Maheswaran, Shyamala; Haber, DanielMetastasis-competent circulating tumour cells (CTCs) experience oxidative stress in the bloodstream, but their survival mechanisms are not well defined. Here, comparing single-cell RNA-Seq profiles of CTCs from breast, prostate and lung cancers, we observe consistent induction of β-globin (HBB), but not its partner α-globin (HBA). The tumour-specific origin of HBB is confirmed by sequence polymorphisms within human xenograft-derived CTCs in mouse models. Increased intracellular reactive oxygen species (ROS) in cultured breast CTCs triggers HBB induction, mediated through the transcriptional regulator KLF4. Depletion of HBB in CTC-derived cultures has minimal effects on primary tumour growth, but it greatly increases apoptosis following ROS exposure, and dramatically reduces CTC-derived lung metastases. These effects are reversed by the anti-oxidant N-Acetyl Cysteine. Conversely, overexpression of HBB is sufficient to suppress intracellular ROS within CTCs. Altogether, these observations suggest that β-globin is selectively deregulated in cancer cells, mediating a cytoprotective effect during blood-borne metastasis.
Publication HER2 expression identifies dynamic functional states within circulating breast cancer cells
(2016) Jordan, Nicole Vincent; Bardia, Aditya; Wittner, Ben; Benes, Cyril; Ligorio, Matteo; Zheng, Yu; Yu, Min; Sundaresan, Tilak K.; Licausi, Joseph A.; Desai, Rushil; O’Keefe, Ryan M.; Ebright, Richard; Boukhali, Myriam; Sil, Srinjoy; Onozato, Maristela Lika; Iafrate, Anthony; Kapur, Ravi; Sgroi, Dennis; Ting, David; Toner, Mehmet; Ramaswamy, Sridhar; Haas, Wilhelm; Maheswaran, Shyamala; Haber, DanielCirculating tumor cells (CTCs) in women with advanced estrogen receptor-positive/HER2-negative breast cancer acquire a HER2-positive subpopulation following multiple courses of therapy1,2. In contrast to HER2-amplified primary breast cancer, which is highly sensitive to HER2-targeted therapy, the clinical significance of acquired HER2 heterogeneity during the evolution of metastatic breast cancer is unknown. Here, we analyzed CTCs from 19 ER+/HER2− patients, 84% of whom had acquired CTCs expressing HER2. Cultured CTCs maintain discrete HER2+ and HER2− subpopulations: HER2+ CTCs are more proliferative but not addicted to HER2, consistent with activation of multiple signaling pathways. HER2− CTCs show activation of Notch and DNA damage pathways, exhibiting resistance to cytotoxic chemotherapy, but sensitivity to Notch inhibition. HER2+ and HER2− CTCs interconvert spontaneously, with cells of one phenotype producing daughters of the opposite within four cell doublings. While HER2+ and HER2− CTCs have comparable tumor initiating potential, differential proliferation favors the HER2+ state, while oxidative stress or cytotoxic chemotherapy enhances transition to the HER2− phenotype. Simultaneous treatment with paclitaxel and Notch inhibitors achieves sustained suppression of tumorigenesis in orthotopic CTC-derived tumor models. Together, these results point to distinct yet interconverting phenotypes within patient-derived CTCs, contributing to progression of breast cancer and acquisition of drug resistance.
Publication Single-Cell RNA Sequencing Identifies Extracellular Matrix Gene Expression by Pancreatic Circulating Tumor Cells
(2014) Ting, David; Wittner, Ben; Ligorio, Matteo; Jordan, Nicole Vincent; Shah, Ajay M.; Miyamoto, David; Aceto, Nicola; Bersani, Francesca; Brannigan, Brian W.; Xega, Kristina; Ciciliano, Jordan C.; Zhu, Huili; MacKenzie, Olivia C.; Trautwein, Julie; Arora, Kshitij S.; Shahid, Mohammad; Ellis, Haley L.; Qu, Na; Bardeesy, Nabeel; Rivera, Miguel; Deshpande, Vikram; Ferrone, Cristina; Kapur, Ravi; Ramaswamy, Sridhar; Shioda, Toshi; Toner, Mehmet; Maheswaran, Shyamala; Haber, DanielSUMMARY Circulating tumor cells (CTCs) are shed from primary tumors into the bloodstream, mediating the hematogenous spread of cancer to distant organs. To define their composition, we compared genome-wide expression profiles of CTCs with matched primary tumors in a mouse model of pancreatic cancer, isolating individual CTCs using epitope-independent microfluidic capture, followed by single-cell RNA sequencing. CTCs clustered separately from primary tumors and tumor-derived cell lines, showing low-proliferative signatures, enrichment for the stem-cell-associated gene Aldh1a2, biphenotypic expression of epithelial and mesenchymal markers, and expression of Igfbp5, a gene transcript enriched at the epithelial-stromal interface. Mouse as well as human pancreatic CTCs exhibit a very high expression of stromal-derived extracellular matrix (ECM) proteins, including SPARC, whose knockdown in cancer cells suppresses cell migration and invasiveness. The aberrant expression by CTCs of stromal ECM genes points to their contribution of microenvironmental signals for the spread of cancer to distant organs.
Publication Landscape of Targeted Anti-Cancer Drug Synergies in Melanoma Identifies a Novel BRAF-VEGFR/PDGFR Combination Treatment
(Public Library of Science, 2015) Friedman, Adam A.; Amzallag, Arnaud; Pruteanu-Malinici, Iulian; Baniya, Subash; Cooper, Zachary A.; Piris, Adriano; Hargreaves, Leeza; Igras, Vivien; Frederick, Dennie T.; Lawrence, Donald; Haber, Daniel; Flaherty, Keith; Wargo, Jennifer A.; Ramaswamy, Sridhar; Benes, Cyril; Fisher, DavidA newer generation of anti-cancer drugs targeting underlying somatic genetic driver events have resulted in high single-agent or single-pathway response rates in selected patients, but few patients achieve complete responses and a sizeable fraction of patients relapse within a year. Thus, there is a pressing need for identification of combinations of targeted agents which induce more complete responses and prevent disease progression. We describe the results of a combination screen of an unprecedented scale in mammalian cells performed using a collection of targeted, clinically tractable agents across a large panel of melanoma cell lines. We find that even the most synergistic drug pairs are effective only in a discrete number of cell lines, underlying a strong context dependency for synergy, with strong, widespread synergies often corresponding to non-specific or off-target drug effects such as multidrug resistance protein 1 (MDR1) transporter inhibition. We identified drugs sensitizing cell lines that are BRAFV600E mutant but intrinsically resistant to BRAF inhibitor PLX4720, including the vascular endothelial growth factor receptor/kinase insert domain receptor (VEGFR/KDR) and platelet derived growth factor receptor (PDGFR) family inhibitor cediranib. The combination of cediranib and PLX4720 induced apoptosis in vitro and tumor regression in animal models. This synergistic interaction is likely due to engagement of multiple receptor tyrosine kinases (RTKs), demonstrating the potential of drug- rather than gene-specific combination discovery approaches. Patients with elevated biopsy KDR expression showed decreased progression free survival in trials of mitogen-activated protein kinase (MAPK) kinase pathway inhibitors. Thus, high-throughput unbiased screening of targeted drug combinations, with appropriate library selection and mechanistic follow-up, can yield clinically-actionable drug combinations.
Publication A microfluidic device for label-free, physical capture of circulating tumor cell-clusters
(2015) Sarioglu, A. Fatih; Aceto, Nicola; Kojic, Nikola; Donaldson, Maria C.; Zeinali, Mahnaz; Hamza, Bashar; Engstrom, Amanda; Zhu, Huili; Sundaresan, Tilak K.; Miyamoto, David; Luo, Xi; Bardia, Aditya; Wittner, Ben; Ramaswamy, Sridhar; Shioda, Toshi; Ting, David; Stott, Shannon; Kapur, Ravi; Maheswaran, Shyamala; Haber, Daniel; Toner, MehmetCancer cells metastasize through the bloodstream either as single migratory circulating tumor cells (CTCs) or as multicellular groupings (CTC-clusters). Existing technologies for CTC enrichment are designed primarily to isolate single CTCs, and while CTC-clusters are detectable in some cases, their true prevalence and significance remain to be determined. Here, we developed a microchip technology (Cluster-Chip) specifically designed to capture CTC-clusters independent of tumor-specific markers from unprocessed blood. CTC-clusters are isolated through specialized bifurcating traps under low shear-stress conditions that preserve their integrity and even two-cell clusters are captured efficiently. Using the Cluster-Chip, we identify CTC-clusters in 30–40% of patients with metastatic cancers of the breast, prostate and melanoma. RNA sequencing of CTC-clusters confirms their tumor origin and identifies leukocytes within the clusters as tissue-derived macrophages. Together, the development of a device for efficient capture of CTC-clusters will enable detailed characterization of their biological properties and role in cancer metastasis.
Publication Molecular signatures of circulating melanoma cells for monitoring early response to immune checkpoint therapy
(National Academy of Sciences, 2018) Hong, Xin; Sullivan, Ryan; Kalinich, Mark; Kwan, Tanya Todorova; Giobbie-Hurder, Anita; Pan, Shiwei; LiCausi, Joseph A.; Milner, John D.; Nieman, Linda T.; Wittner, Ben; Ho, Uyen; Chen, Tianqi; Kapur, Ravi; Lawrence, Donald; Flaherty, Keith; Sequist, Lecia; Ramaswamy, Sridhar; Miyamoto, David; Lawrence, Michael; Toner, Mehmet; Isselbacher, Kurt; Maheswaran, Shyamala; Haber, DanielA subset of patients with metastatic melanoma have sustained remissions following treatment with immune checkpoint inhibitors. However, analyses of pretreatment tumor biopsies for markers predictive of response, including PD-1 ligand (PD-L1) expression and mutational burden, are insufficiently precise to guide treatment selection, and clinical radiographic evidence of response on therapy may be delayed, leading to some patients receiving potentially ineffective but toxic therapy. Here, we developed a molecular signature of melanoma circulating tumor cells (CTCs) to quantify early tumor response using blood-based monitoring. A quantitative 19-gene digital RNA signature (CTC score) applied to microfluidically enriched CTCs robustly distinguishes melanoma cells, within a background of blood cells in reconstituted and in patient-derived (n = 42) blood specimens. In a prospective cohort of 49 patients treated with immune checkpoint inhibitors, a decrease in CTC score within 7 weeks of therapy correlates with marked improvement in progression-free survival [hazard ratio (HR), 0.17; P = 0.008] and overall survival (HR, 0.12; P = 0.04). Thus, digital quantitation of melanoma CTC-derived transcripts enables serial noninvasive monitoring of tumor burden, supporting the rational application of immune checkpoint inhibition therapies.