Person: Kelley, David
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Publication Recurrent noncoding regulatory mutations in pancreatic ductal adenocarcinoma
(2017) Feigin, Michael E.; Garvin, Tyler; Bailey, Peter; Waddell, Nicola; Chang, David K.; Kelley, David; Shuai, Shimin; Gallinger, Steven; McPherson, John D.; Grimmond, Sean M.; Khurana, Ekta; Stein, Lincoln D.; Biankin, Andrew V.; Schatz, Michael C.; Tuveson, David A.The contributions of coding mutations to tumorigenesis are relatively well known; however, little is known about somatic alterations in noncoding DNA. Here we describe GECCO (Genomic Enrichment Computational Clustering Operation) to analyze somatic noncoding alterations in 308 pancreatic ductal adenocarcinomas (PDAs) and identify commonly mutated regulatory regions. We find recurrent noncoding mutations are enriched in PDA pathways, including axon guidance and cell adhesion, and novel processes including transcription and homeobox genes. We identify mutations in protein binding sites correlating with differential expression of proximal genes and experimentally validate effects of mutations on expression. We developed an expression modulation score that quantifies the strength of gene regulation imposed by each class of regulatory elements, and find the strongest elements are most frequently mutated, suggesting a selective advantage. Our detailed single-cancer analysis of noncoding alterations identifies regulatory mutations as candidates for diagnostic and prognostic markers, and suggests novel mechanisms for tumor evolution.
Publication lncRNA requirements for mouse acute myeloid leukemia and normal differentiation
(eLife Sciences Publications, Ltd, 2017) Delás, M Joaquina; Sabin, Leah R; Dolzhenko, Egor; Knott, Simon RV; Munera Maravilla, Ester; Jackson, Benjamin T; Wild, Sophia A; Kovacevic, Tatjana; Stork, Eva Maria; Zhou, Meng; Erard, Nicolas; Lee, Emily; Kelley, David; Roth, Mareike; Barbosa, Inês AM; Zuber, Johannes; Rinn, John; Smith, Andrew D; Hannon, Gregory JA substantial fraction of the genome is transcribed in a cell-type-specific manner, producing long non-coding RNAs (lncRNAs), rather than protein-coding transcripts. Here, we systematically characterize transcriptional dynamics during hematopoiesis and in hematological malignancies. Our analysis of annotated and de novo assembled lncRNAs showed many are regulated during differentiation and mis-regulated in disease. We assessed lncRNA function via an in vivo RNAi screen in a model of acute myeloid leukemia. This identified several lncRNAs essential for leukemia maintenance, and found that a number act by promoting leukemia stem cell signatures. Leukemia blasts show a myeloid differentiation phenotype when these lncRNAs were depleted, and our data indicates that this effect is mediated via effects on the MYC oncogene. Bone marrow reconstitutions showed that a lncRNA expressed across all progenitors was required for the myeloid lineage, whereas the other leukemia-induced lncRNAs were dispensable in the normal setting.