1
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Steinhauser S, Estoppey D, Buehler DP, Xiong Y, Pizzato N, Rietsch A, Wu F, Leroy N, Wunderlin T, Claerr I, Tropberger P, Müller M, Davison LM, Sheng Q, Bergling S, Wild S, Moulin P, Liang J, English WJ, Williams B, Knehr J, Altorfer M, Reyes A, Mickanin C, Hoepfner D, Nigsch F, Frederiksen M, Flynn CR, Fodor BD, Brown JD, Kolter C. The transcription factor ZNF469 regulates collagen production in liver fibrosis. bioRxiv 2024:2024.04.25.591188. [PMID: 38712281 PMCID: PMC11071482 DOI: 10.1101/2024.04.25.591188] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/08/2024]
Abstract
Non-alcoholic fatty liver disease (NAFLD) - characterized by excess accumulation of fat in the liver - now affects one third of the world's population. As NAFLD progresses, extracellular matrix components including collagen accumulate in the liver causing tissue fibrosis, a major determinant of disease severity and mortality. To identify transcriptional regulators of fibrosis, we computationally inferred the activity of transcription factors (TFs) relevant to fibrosis by profiling the matched transcriptomes and epigenomes of 108 human liver biopsies from a deeply-characterized cohort of patients spanning the full histopathologic spectrum of NAFLD. CRISPR-based genetic knockout of the top 100 TFs identified ZNF469 as a regulator of collagen expression in primary human hepatic stellate cells (HSCs). Gain- and loss-of-function studies established that ZNF469 regulates collagen genes and genes involved in matrix homeostasis through direct binding to gene bodies and regulatory elements. By integrating multiomic large-scale profiling of human biopsies with extensive experimental validation we demonstrate that ZNF469 is a transcriptional regulator of collagen in HSCs. Overall, these data nominate ZNF469 as a previously unrecognized determinant of NAFLD-associated liver fibrosis.
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2
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Hoegenauer K, An S, Axford J, Benander C, Bergsdorf C, Botsch J, Chau S, Fernández C, Gleim S, Hassiepen U, Hunziker J, Joly E, Keller A, Lopez Romero S, Maher R, Mangold AS, Mickanin C, Mihalic M, Neuner P, Patterson AW, Perruccio F, Roggo S, Scesa J, Schröder M, Shkoza D, Thai B, Vulpetti A, Renatus M, Reece-Hoyes JS. Discovery of Ligands for TRIM58, a Novel Tissue-Selective E3 Ligase. ACS Med Chem Lett 2023; 14:1631-1639. [PMID: 38116426 PMCID: PMC10726445 DOI: 10.1021/acsmedchemlett.3c00259] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2023] [Accepted: 09/06/2023] [Indexed: 12/21/2023] Open
Abstract
Redirecting E3 ligases to neo-substrates, leading to their proteasomal disassembly, known as targeted protein degradation (TPD), has emerged as a promising alternative to traditional, occupancy-driven pharmacology. Although the field has expanded tremendously over the past years, the choice of E3 ligases remains limited, with an almost exclusive focus on CRBN and VHL. Here, we report the discovery of novel ligands to the PRY-SPRY domain of TRIM58, a RING ligase that is specifically expressed in erythroid precursor cells. A DSF screen, followed by validation using additional biophysical methods, led to the identification of TRIM58 ligand TRIM-473. A basic SAR around the chemotype was established by utilizing a competitive binding assay employing a short FP peptide probe derived from an endogenous TRIM58 substrate. The X-ray co-crystal structure of TRIM58 in complex with TRIM-473 gave insights into the binding mode and potential exit vectors for bifunctional degrader design.
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Affiliation(s)
- Klemens Hoegenauer
- Global
Discovery Chemistry, Novartis Institutes
for BioMedical Research, Novartis Campus, CH-4002 Basel, Switzerland
| | - Shaojian An
- Chemical
Biology and Therapeutics, Novartis Institutes
for BioMedical Research, Cambridge, Massachusetts 02139, United States
| | - Jake Axford
- Global Discovery
Chemistry, Novartis Institutes for BioMedical
Research, Cambridge, Massachusetts 02139, United States
| | - Christina Benander
- Chemical
Biology and Therapeutics, Novartis Institutes
for BioMedical Research, Cambridge, Massachusetts 02139, United States
| | - Christian Bergsdorf
- Chemical
Biology and Therapeutics, Novartis Institutes
for BioMedical Research, Novartis Campus, CH-4002 Basel, Switzerland
| | - Josephine Botsch
- Chemical
Biology and Therapeutics, Novartis Institutes
for BioMedical Research, Novartis Campus, CH-4002 Basel, Switzerland
| | - Suzanne Chau
- Chemical
Biology and Therapeutics, Novartis Institutes
for BioMedical Research, Novartis Campus, CH-4002 Basel, Switzerland
| | - César Fernández
- Chemical
Biology and Therapeutics, Novartis Institutes
for BioMedical Research, Novartis Campus, CH-4002 Basel, Switzerland
| | - Scott Gleim
- Chemical
Biology and Therapeutics, Novartis Institutes
for BioMedical Research, Cambridge, Massachusetts 02139, United States
| | - Ulrich Hassiepen
- Chemical
Biology and Therapeutics, Novartis Institutes
for BioMedical Research, Novartis Campus, CH-4002 Basel, Switzerland
| | - Juerg Hunziker
- Global
Discovery Chemistry, Novartis Institutes
for BioMedical Research, Novartis Campus, CH-4002 Basel, Switzerland
| | - Emilie Joly
- Global
Discovery Chemistry, Novartis Institutes
for BioMedical Research, Novartis Campus, CH-4002 Basel, Switzerland
| | - Aramis Keller
- Global
Discovery Chemistry, Novartis Institutes
for BioMedical Research, Novartis Campus, CH-4002 Basel, Switzerland
| | - Sandra Lopez Romero
- Chemical
Biology and Therapeutics, Novartis Institutes
for BioMedical Research, Novartis Campus, CH-4002 Basel, Switzerland
| | - Robert Maher
- Chemical
Biology and Therapeutics, Novartis Institutes
for BioMedical Research, Cambridge, Massachusetts 02139, United States
| | - Anne-Sophie Mangold
- Chemical
Biology and Therapeutics, Novartis Institutes
for BioMedical Research, Novartis Campus, CH-4002 Basel, Switzerland
| | - Craig Mickanin
- Chemical
Biology and Therapeutics, Novartis Institutes
for BioMedical Research, Cambridge, Massachusetts 02139, United States
| | - Manuel Mihalic
- Global
Discovery Chemistry, Novartis Institutes
for BioMedical Research, Novartis Campus, CH-4002 Basel, Switzerland
| | - Philippe Neuner
- Global
Discovery Chemistry, Novartis Institutes
for BioMedical Research, Novartis Campus, CH-4002 Basel, Switzerland
| | - Andrew W. Patterson
- Global Discovery
Chemistry, Novartis Institutes for BioMedical
Research, Cambridge, Massachusetts 02139, United States
| | - Francesca Perruccio
- Global
Discovery Chemistry, Novartis Institutes
for BioMedical Research, Novartis Campus, CH-4002 Basel, Switzerland
| | - Silvio Roggo
- Global
Discovery Chemistry, Novartis Institutes
for BioMedical Research, Novartis Campus, CH-4002 Basel, Switzerland
| | - Julien Scesa
- Global
Discovery Chemistry, Novartis Institutes
for BioMedical Research, Novartis Campus, CH-4002 Basel, Switzerland
| | - Martin Schröder
- Chemical
Biology and Therapeutics, Novartis Institutes
for BioMedical Research, Novartis Campus, CH-4002 Basel, Switzerland
| | - Dojna Shkoza
- Chemical
Biology and Therapeutics, Novartis Institutes
for BioMedical Research, Cambridge, Massachusetts 02139, United States
| | - Binh Thai
- Global
Discovery Chemistry, Novartis Institutes
for BioMedical Research, Novartis Campus, CH-4002 Basel, Switzerland
| | - Anna Vulpetti
- Global
Discovery Chemistry, Novartis Institutes
for BioMedical Research, Novartis Campus, CH-4002 Basel, Switzerland
| | - Martin Renatus
- Chemical
Biology and Therapeutics, Novartis Institutes
for BioMedical Research, Novartis Campus, CH-4002 Basel, Switzerland
| | - John S. Reece-Hoyes
- Chemical
Biology and Therapeutics, Novartis Institutes
for BioMedical Research, Cambridge, Massachusetts 02139, United States
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3
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Yen J, Fiorino M, Liu Y, Paula S, Clarkson S, Quinn L, Tschantz WR, Klock H, Guo N, Russ C, Yu VWC, Mickanin C, Stevenson SC, Lee C, Yang Y. TRIAMF: A New Method for Delivery of Cas9 Ribonucleoprotein Complex to Human Hematopoietic Stem Cells. Sci Rep 2018; 8:16304. [PMID: 30389991 PMCID: PMC6214993 DOI: 10.1038/s41598-018-34601-6] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2018] [Accepted: 10/16/2018] [Indexed: 02/07/2023] Open
Abstract
CRISPR/Cas9 mediated gene editing of patient-derived hematopoietic stem and progenitor cells (HSPCs) ex vivo followed by autologous transplantation of the edited HSPCs back to the patient can provide a potential cure for monogenic blood disorders such as β-hemoglobinopathies. One challenge for this strategy is efficient delivery of the ribonucleoprotein (RNP) complex, consisting of purified Cas9 protein and guide RNA, into HSPCs. Because β-hemoglobinopathies are most prevalent in developing countries, it is desirable to have a reliable, efficient, easy-to-use and cost effective delivery method. With this goal in mind, we developed TRansmembrane Internalization Assisted by Membrane Filtration (TRIAMF), a new method to quickly and effectively deliver RNPs into HSPCs by passing a RNP and cell mixture through a filter membrane. We achieved robust gene editing in HSPCs using TRIAMF and demonstrated that the multilineage colony forming capacities and the competence for engraftment in immunocompromised mice of HSPCs were preserved post TRIAMF treatment. TRIAMF is a custom designed system using inexpensive components and has the capacity to process HSPCs at clinical scale.
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Affiliation(s)
- Jonathan Yen
- Chemical Biology and Therapeutics, Novartis Institutes for BioMedical Research, Cambridge, Massachusetts, USA
| | - Michael Fiorino
- NIBR Informatics, Novartis Institutes for BioMedical Research, Cambridge, Massachusetts, USA
| | - Yi Liu
- Chemical Biology and Therapeutics, Novartis Institutes for BioMedical Research, Cambridge, Massachusetts, USA
| | - Steve Paula
- Chemical Biology and Therapeutics, Novartis Institutes for BioMedical Research, Cambridge, Massachusetts, USA
| | - Scott Clarkson
- Chemical Biology and Therapeutics, Novartis Institutes for BioMedical Research, Cambridge, Massachusetts, USA
| | - Lisa Quinn
- Biotherapeutic and Analytical Tech, Novartis Institutes for BioMedical Research, Cambridge, Massachusetts, USA
| | - William R Tschantz
- Biotherapeutic and Analytical Tech, Novartis Institutes for BioMedical Research, Cambridge, Massachusetts, USA
| | - Heath Klock
- Biotherapeutics & Biotechnology, The Genomics Institute of the Novartis Research Foundation, La Jolla, California, USA
| | - Ning Guo
- Chemical Biology and Therapeutics, Novartis Institutes for BioMedical Research, Cambridge, Massachusetts, USA
| | - Carsten Russ
- Chemical Biology and Therapeutics, Novartis Institutes for BioMedical Research, Cambridge, Massachusetts, USA
| | - Vionnie W C Yu
- Chemical Biology and Therapeutics, Novartis Institutes for BioMedical Research, Cambridge, Massachusetts, USA
| | - Craig Mickanin
- Chemical Biology and Therapeutics, Novartis Institutes for BioMedical Research, Cambridge, Massachusetts, USA
| | - Susan C Stevenson
- Chemical Biology and Therapeutics, Novartis Institutes for BioMedical Research, Cambridge, Massachusetts, USA
| | - Cameron Lee
- Global Discovery Chemistry, Novartis Institutes for BioMedical Research, Cambridge, Massachusetts, USA
| | - Yi Yang
- Chemical Biology and Therapeutics, Novartis Institutes for BioMedical Research, Cambridge, Massachusetts, USA.
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4
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McDonald ER, de Weck A, Schlabach MR, Billy E, Mavrakis KJ, Hoffman GR, Belur D, Castelletti D, Frias E, Gampa K, Golji J, Kao I, Li L, Megel P, Perkins TA, Ramadan N, Ruddy DA, Silver SJ, Sovath S, Stump M, Weber O, Widmer R, Yu J, Yu K, Yue Y, Abramowski D, Ackley E, Barrett R, Berger J, Bernard JL, Billig R, Brachmann SM, Buxton F, Caothien R, Caushi JX, Chung FS, Cortés-Cros M, deBeaumont RS, Delaunay C, Desplat A, Duong W, Dwoske DA, Eldridge RS, Farsidjani A, Feng F, Feng J, Flemming D, Forrester W, Galli GG, Gao Z, Gauter F, Gibaja V, Haas K, Hattenberger M, Hood T, Hurov KE, Jagani Z, Jenal M, Johnson JA, Jones MD, Kapoor A, Korn J, Liu J, Liu Q, Liu S, Liu Y, Loo AT, Macchi KJ, Martin T, McAllister G, Meyer A, Mollé S, Pagliarini RA, Phadke T, Repko B, Schouwey T, Shanahan F, Shen Q, Stamm C, Stephan C, Stucke VM, Tiedt R, Varadarajan M, Venkatesan K, Vitari AC, Wallroth M, Weiler J, Zhang J, Mickanin C, Myer VE, Porter JA, Lai A, Bitter H, Lees E, Keen N, Kauffmann A, Stegmeier F, Hofmann F, Schmelzle T, Sellers WR. Project DRIVE: A Compendium of Cancer Dependencies and Synthetic Lethal Relationships Uncovered by Large-Scale, Deep RNAi Screening. Cell 2017; 170:577-592.e10. [PMID: 28753431 DOI: 10.1016/j.cell.2017.07.005] [Citation(s) in RCA: 398] [Impact Index Per Article: 56.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2017] [Revised: 06/02/2017] [Accepted: 07/06/2017] [Indexed: 12/13/2022]
Abstract
Elucidation of the mutational landscape of human cancer has progressed rapidly and been accompanied by the development of therapeutics targeting mutant oncogenes. However, a comprehensive mapping of cancer dependencies has lagged behind and the discovery of therapeutic targets for counteracting tumor suppressor gene loss is needed. To identify vulnerabilities relevant to specific cancer subtypes, we conducted a large-scale RNAi screen in which viability effects of mRNA knockdown were assessed for 7,837 genes using an average of 20 shRNAs per gene in 398 cancer cell lines. We describe findings of this screen, outlining the classes of cancer dependency genes and their relationships to genetic, expression, and lineage features. In addition, we describe robust gene-interaction networks recapitulating both protein complexes and functional cooperation among complexes and pathways. This dataset along with a web portal is provided to the community to assist in the discovery and translation of new therapeutic approaches for cancer.
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Affiliation(s)
- E Robert McDonald
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA.
| | - Antoine de Weck
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Michael R Schlabach
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Eric Billy
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Konstantinos J Mavrakis
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Gregory R Hoffman
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Dhiren Belur
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Deborah Castelletti
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Elizabeth Frias
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Kalyani Gampa
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Javad Golji
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Iris Kao
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Li Li
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Philippe Megel
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Thomas A Perkins
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Nadire Ramadan
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - David A Ruddy
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Serena J Silver
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Sosathya Sovath
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Mark Stump
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Odile Weber
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Roland Widmer
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Jianjun Yu
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Kristine Yu
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Yingzi Yue
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Dorothee Abramowski
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Elizabeth Ackley
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Rosemary Barrett
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Joel Berger
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Julie L Bernard
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Rebecca Billig
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Saskia M Brachmann
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Frank Buxton
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Roger Caothien
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Justina X Caushi
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Franklin S Chung
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Marta Cortés-Cros
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Rosalie S deBeaumont
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Clara Delaunay
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Aurore Desplat
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - William Duong
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Donald A Dwoske
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Richard S Eldridge
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Ali Farsidjani
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Fei Feng
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - JiaJia Feng
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Daisy Flemming
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - William Forrester
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Giorgio G Galli
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Zhenhai Gao
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - François Gauter
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Veronica Gibaja
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Kristy Haas
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Marc Hattenberger
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Tami Hood
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Kristen E Hurov
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Zainab Jagani
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Mathias Jenal
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Jennifer A Johnson
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Michael D Jones
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Avnish Kapoor
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Joshua Korn
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Jilin Liu
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Qiumei Liu
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Shumei Liu
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Yue Liu
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Alice T Loo
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Kaitlin J Macchi
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Typhaine Martin
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Gregory McAllister
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Amandine Meyer
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Sandra Mollé
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Raymond A Pagliarini
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Tanushree Phadke
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Brian Repko
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Tanja Schouwey
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Frances Shanahan
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Qiong Shen
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Christelle Stamm
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Christine Stephan
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Volker M Stucke
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Ralph Tiedt
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Malini Varadarajan
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Kavitha Venkatesan
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Alberto C Vitari
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Marco Wallroth
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Jan Weiler
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Jing Zhang
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Craig Mickanin
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Vic E Myer
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Jeffery A Porter
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Albert Lai
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Hans Bitter
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Emma Lees
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Nicholas Keen
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Audrey Kauffmann
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Frank Stegmeier
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Francesco Hofmann
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
| | - Tobias Schmelzle
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA.
| | - William R Sellers
- Novartis Institutes for Biomedical Research, Oncology Disease Area, Basel 4002, Switzerland; Cambridge, MA 02139, USA; and Emeryville, CA 94608, USA
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5
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Ji L, Jiang B, Jiang X, Charlat O, Chen A, Mickanin C, Bauer A, Xu W, Yan X, Cong F. The SIAH E3 ubiquitin ligases promote Wnt/β-catenin signaling through mediating Wnt-induced Axin degradation. Genes Dev 2017; 31:904-915. [PMID: 28546513 PMCID: PMC5458757 DOI: 10.1101/gad.300053.117] [Citation(s) in RCA: 54] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2017] [Accepted: 05/08/2017] [Indexed: 11/25/2022]
Abstract
In this study, Ji et al. identify SIAH1/2 (SIAH) as the E3 ligase mediating Wnt-induced Axin degradation. Their results suggest that Wnt-induced dissociation of the Axin/GSK3 complex allows SIAH to interact with Axin and promote its degradation, which represents an important feed-forward mechanism to achieve sustained Wnt/β-catenin signaling. The Wnt/β-catenin signaling pathway plays essential roles in embryonic development and adult tissue homeostasis. Axin is a concentration-limiting factor responsible for the formation of the β-catenin destruction complex. Wnt signaling itself promotes the degradation of Axin. However, the underlying molecular mechanism and biological relevance of this targeting of Axin have not been elucidated. Here, we identify SIAH1/2 (SIAH) as the E3 ligase mediating Wnt-induced Axin degradation. SIAH proteins promote the ubiquitination and proteasomal degradation of Axin through interacting with a VxP motif in the GSK3-binding domain of Axin, and this function of SIAH is counteracted by GSK3 binding to Axin. Structural analysis reveals that the Axin segment responsible for SIAH binding is also involved in GSK3 binding but adopts distinct conformations in Axin/SIAH and Axin/GSK3 complexes. Knockout of SIAH1 blocks Wnt-induced Axin ubiquitination and attenuates Wnt-induced β-catenin stabilization. Our data suggest that Wnt-induced dissociation of the Axin/GSK3 complex allows SIAH to interact with Axin not associated with GSK3 and promote its degradation and that SIAH-mediated Axin degradation represents an important feed-forward mechanism to achieve sustained Wnt/β-catenin signaling.
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Affiliation(s)
- Lei Ji
- Chemical Biology and Therapeutics, Novartis Institutes for Biomedical Research, Cambridge, Massachusetts 02139, USA
| | - Bo Jiang
- National Laboratory of Biomacromolecules, Institute of Biophysics, Chinese Academy of Sciences, Beijing 100101, China
| | - Xiaomo Jiang
- Chemical Biology and Therapeutics, Novartis Institutes for Biomedical Research, Cambridge, Massachusetts 02139, USA
| | - Olga Charlat
- Chemical Biology and Therapeutics, Novartis Institutes for Biomedical Research, Cambridge, Massachusetts 02139, USA
| | - Amy Chen
- Chemical Biology and Therapeutics, Novartis Institutes for Biomedical Research, Cambridge, Massachusetts 02139, USA
| | - Craig Mickanin
- Chemical Biology and Therapeutics, Novartis Institutes for Biomedical Research, Cambridge, Massachusetts 02139, USA
| | - Andreas Bauer
- Chemical Biology and Therapeutics, Novartis Institutes for Biomedical Research, Cambridge, Massachusetts 02139, USA
| | - Wenqing Xu
- Department of Biological Structure, University of Washington, Seattle, Washington 98195, USA
| | - Xiaoxue Yan
- National Laboratory of Biomacromolecules, Institute of Biophysics, Chinese Academy of Sciences, Beijing 100101, China
| | - Feng Cong
- Chemical Biology and Therapeutics, Novartis Institutes for Biomedical Research, Cambridge, Massachusetts 02139, USA
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6
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Mavrakis K, McDonald ER, Schlabach MR, Billy E, Hoffman GR, deWeck A, Ruddy DA, Venkatesan K, McAllister G, deBeaumont R, Ho S, Liu Y, Yan-Neale Y, Yang G, Lin F, Yin H, Gao H, Kipp DR, Zhao S, McNamara JT, Sprague ER, Cho YS, Gu J, Crawford K, Capka V, Hurov K, Porter JA, Tallarico J, Mickanin C, Lees E, Pagliarini R, Keen N, Schmelzle T, Hofmann F, Stegmeier F, Sellers WR. Abstract LB-017: Disordered methionine metabolism in MTAP/CDKN2A-deleted cancers leads to marked dependence on PRMT5. Cancer Res 2016. [DOI: 10.1158/1538-7445.am2016-lb-017] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Metabolic genes are increasingly recognized as targets of somatic genetic alteration in human cancer often leading to profound changes in intracellular metabolite concentrations. 5-Methylthioadenosine Phosphorylase (MTAP) is a key enzyme in the methionine salvage pathway that metabolizes methylthioadenosine (MTA) to adenine and methionine. Its chromosomal position proximal to CDKN2A results in frequent collateral homozygous deletion in a wide range of human cancers. By interrogating data from a large scale deep-coverage pooled shRNA screen across 390 cancer cell line models we found that the viability of MTAP null cancer cells is strongly impaired upon shRNA-mediated depletion of the protein arginine methyltransferase PRMT5. In MTAP deleted cells there is marked accumulation of the substrate MTA and surprisingly, we find that MTA is a specific inhibitor of the catalytic activity of PRMT5. In keeping with these data, knockout of MTAP in an MTAP-proficient cell line led to increased MTA levels and rendered them sensitive to PRMT5 depletion. Moreover, reconstitution of MTAP in an MTAP-deficient cell line fully rescued PRMT5 dependence. Collectively, these findings indicate that the collateral loss of MTAP in CDNK2A deleted cancers leads to accumulation of MTA that thereby creates a hypomorphic PRMT5 state that is selectively sensitized towards further PRMT5 inhibition.
Citation Format: Konstantinos Mavrakis, E Robert McDonald III, Michael R. Schlabach, Eric Billy, Gregory R. Hoffman, Antoine deWeck, David A. Ruddy, Kavitha Venkatesan, Greg McAllister, Rosalie deBeaumont, Samuel Ho, Yue Liu, Yan Yan-Neale, Guizhi Yang, Fallon Lin, Hong Yin, Hui Gao, David Randal Kipp, Songping Zhao, Joshua T. McNamara, Elizabeth R. Sprague, Young Shin Cho, Justin Gu, Ken Crawford, Vladimir Capka, Kristen Hurov, Jeffrey A. Porter, John Tallarico, Craig Mickanin, Emma Lees, Raymond Pagliarini, Nicholas Keen, Tobias Schmelzle, Francesco Hofmann, Frank Stegmeier, William R. Sellers. Disordered methionine metabolism in MTAP/CDKN2A-deleted cancers leads to marked dependence on PRMT5. [abstract]. In: Proceedings of the 107th Annual Meeting of the American Association for Cancer Research; 2016 Apr 16-20; New Orleans, LA. Philadelphia (PA): AACR; Cancer Res 2016;76(14 Suppl):Abstract nr LB-017.
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Affiliation(s)
| | | | | | - Eric Billy
- 2Novartis Institutes for BioMedical Research, Basel, Switzerland
| | | | - Antoine deWeck
- 2Novartis Institutes for BioMedical Research, Basel, Switzerland
| | - David A. Ruddy
- 1Novartis Institutes for BioMedical Research, Cambridge, MA
| | | | | | | | - Samuel Ho
- 1Novartis Institutes for BioMedical Research, Cambridge, MA
| | - Yue Liu
- 1Novartis Institutes for BioMedical Research, Cambridge, MA
| | - Yan Yan-Neale
- 1Novartis Institutes for BioMedical Research, Cambridge, MA
| | - Guizhi Yang
- 1Novartis Institutes for BioMedical Research, Cambridge, MA
| | - Fallon Lin
- 1Novartis Institutes for BioMedical Research, Cambridge, MA
| | - Hong Yin
- 1Novartis Institutes for BioMedical Research, Cambridge, MA
| | - Hui Gao
- 1Novartis Institutes for BioMedical Research, Cambridge, MA
| | | | - Songping Zhao
- 1Novartis Institutes for BioMedical Research, Cambridge, MA
| | | | | | - Young Shin Cho
- 1Novartis Institutes for BioMedical Research, Cambridge, MA
| | - Justin Gu
- 3China Novartis Institutes for Biomedical Research, Shanghai, China
| | - Ken Crawford
- 4Novartis Institutes for BioMedical Research, Emeryville, CA
| | - Vladimir Capka
- 1Novartis Institutes for BioMedical Research, Cambridge, MA
| | - Kristen Hurov
- 1Novartis Institutes for BioMedical Research, Cambridge, MA
| | | | - John Tallarico
- 1Novartis Institutes for BioMedical Research, Cambridge, MA
| | - Craig Mickanin
- 1Novartis Institutes for BioMedical Research, Cambridge, MA
| | - Emma Lees
- 1Novartis Institutes for BioMedical Research, Cambridge, MA
| | | | - Nicholas Keen
- 1Novartis Institutes for BioMedical Research, Cambridge, MA
| | - Tobias Schmelzle
- 2Novartis Institutes for BioMedical Research, Basel, Switzerland
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7
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DeJesus R, Moretti F, McAllister G, Wang Z, Bergman P, Liu S, Frias E, Alford J, Reece-Hoyes JS, Lindeman A, Kelliher J, Russ C, Knehr J, Carbone W, Beibel M, Roma G, Ng A, Tallarico JA, Porter JA, Xavier RJ, Mickanin C, Murphy LO, Hoffman GR, Nyfeler B. Functional CRISPR screening identifies the ufmylation pathway as a regulator of SQSTM1/p62. eLife 2016; 5. [PMID: 27351204 PMCID: PMC4924995 DOI: 10.7554/elife.17290] [Citation(s) in RCA: 97] [Impact Index Per Article: 12.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2016] [Accepted: 06/13/2016] [Indexed: 12/14/2022] Open
Abstract
SQSTM1 is an adaptor protein that integrates multiple cellular signaling pathways and whose expression is tightly regulated at the transcriptional and post-translational level. Here, we describe a forward genetic screening paradigm exploiting CRISPR-mediated genome editing coupled to a cell selection step by FACS to identify regulators of SQSTM1. Through systematic comparison of pooled libraries, we show that CRISPR is superior to RNAi in identifying known SQSTM1 modulators. A genome-wide CRISPR screen exposed MTOR signalling and the entire macroautophagy machinery as key regulators of SQSTM1 and identified several novel modulators including HNRNPM, SLC39A14, SRRD, PGK1 and the ufmylation cascade. We show that ufmylation regulates SQSTM1 by eliciting a cell type-specific ER stress response which induces SQSTM1 expression and results in its accumulation in the cytosol. This study validates pooled CRISPR screening as a powerful method to map the repertoire of cellular pathways that regulate the fate of an individual target protein. DOI:http://dx.doi.org/10.7554/eLife.17290.001
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Affiliation(s)
- Rowena DeJesus
- Developmental and Molecular Pathways, Novartis Institutes for BioMedical Research, Cambridge, United States
| | - Francesca Moretti
- Developmental and Molecular Pathways, Novartis Institutes for BioMedical Research, Basel, Switzerland
| | - Gregory McAllister
- Developmental and Molecular Pathways, Novartis Institutes for BioMedical Research, Cambridge, United States
| | - Zuncai Wang
- Developmental and Molecular Pathways, Novartis Institutes for BioMedical Research, Cambridge, United States
| | - Phil Bergman
- Developmental and Molecular Pathways, Novartis Institutes for BioMedical Research, Cambridge, United States
| | - Shanming Liu
- Developmental and Molecular Pathways, Novartis Institutes for BioMedical Research, Cambridge, United States
| | - Elizabeth Frias
- Developmental and Molecular Pathways, Novartis Institutes for BioMedical Research, Cambridge, United States
| | - John Alford
- Developmental and Molecular Pathways, Novartis Institutes for BioMedical Research, Cambridge, United States
| | - John S Reece-Hoyes
- Developmental and Molecular Pathways, Novartis Institutes for BioMedical Research, Cambridge, United States
| | - Alicia Lindeman
- Developmental and Molecular Pathways, Novartis Institutes for BioMedical Research, Cambridge, United States
| | - Jennifer Kelliher
- Developmental and Molecular Pathways, Novartis Institutes for BioMedical Research, Cambridge, United States
| | - Carsten Russ
- Developmental and Molecular Pathways, Novartis Institutes for BioMedical Research, Cambridge, United States
| | - Judith Knehr
- Developmental and Molecular Pathways, Novartis Institutes for BioMedical Research, Basel, Switzerland
| | - Walter Carbone
- Developmental and Molecular Pathways, Novartis Institutes for BioMedical Research, Basel, Switzerland
| | - Martin Beibel
- Developmental and Molecular Pathways, Novartis Institutes for BioMedical Research, Basel, Switzerland
| | - Guglielmo Roma
- Developmental and Molecular Pathways, Novartis Institutes for BioMedical Research, Basel, Switzerland
| | - Aylwin Ng
- Gastrointestinal Unit and Center for the Study of Inflammatory Bowel Disease, Massachusetts General Hospital, Harvard Medical School, Boston, United States
| | - John A Tallarico
- Developmental and Molecular Pathways, Novartis Institutes for BioMedical Research, Cambridge, United States
| | - Jeffery A Porter
- Developmental and Molecular Pathways, Novartis Institutes for BioMedical Research, Cambridge, United States
| | - Ramnik J Xavier
- Gastrointestinal Unit and Center for the Study of Inflammatory Bowel Disease, Massachusetts General Hospital, Harvard Medical School, Boston, United States
| | - Craig Mickanin
- Developmental and Molecular Pathways, Novartis Institutes for BioMedical Research, Cambridge, United States
| | - Leon O Murphy
- Developmental and Molecular Pathways, Novartis Institutes for BioMedical Research, Cambridge, United States
| | - Gregory R Hoffman
- Developmental and Molecular Pathways, Novartis Institutes for BioMedical Research, Cambridge, United States
| | - Beat Nyfeler
- Developmental and Molecular Pathways, Novartis Institutes for BioMedical Research, Basel, Switzerland
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8
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Mavrakis KJ, McDonald ER, Schlabach MR, Billy E, Hoffman GR, deWeck A, Ruddy DA, Venkatesan K, Yu J, McAllister G, Stump M, deBeaumont R, Ho S, Yue Y, Liu Y, Yan-Neale Y, Yang G, Lin F, Yin H, Gao H, Kipp DR, Zhao S, McNamara JT, Sprague ER, Zheng B, Lin Y, Cho YS, Gu J, Crawford K, Ciccone D, Vitari AC, Lai A, Capka V, Hurov K, Porter JA, Tallarico J, Mickanin C, Lees E, Pagliarini R, Keen N, Schmelzle T, Hofmann F, Stegmeier F, Sellers WR. Disordered methionine metabolism in MTAP/CDKN2A-deleted cancers leads to dependence on PRMT5. Science 2016; 351:1208-13. [PMID: 26912361 DOI: 10.1126/science.aad5944] [Citation(s) in RCA: 304] [Impact Index Per Article: 38.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2015] [Accepted: 02/01/2016] [Indexed: 12/13/2022]
Abstract
5-Methylthioadenosine phosphorylase (MTAP) is a key enzyme in the methionine salvage pathway. The MTAP gene is frequently deleted in human cancers because of its chromosomal proximity to the tumor suppressor gene CDKN2A. By interrogating data from a large-scale short hairpin RNA-mediated screen across 390 cancer cell line models, we found that the viability of MTAP-deficient cancer cells is impaired by depletion of the protein arginine methyltransferase PRMT5. MTAP-deleted cells accumulate the metabolite methylthioadenosine (MTA), which we found to inhibit PRMT5 methyltransferase activity. Deletion of MTAP in MTAP-proficient cells rendered them sensitive to PRMT5 depletion. Conversely, reconstitution of MTAP in an MTAP-deficient cell line rescued PRMT5 dependence. Thus, MTA accumulation in MTAP-deleted cancers creates a hypomorphic PRMT5 state that is selectively sensitized toward further PRMT5 inhibition. Inhibitors of PRMT5 that leverage this dysregulated metabolic state merit further investigation as a potential therapy for MTAP/CDKN2A-deleted tumors.
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Affiliation(s)
| | - E Robert McDonald
- Novartis Institutes for Biomedical Research, Cambridge, MA 02139, USA
| | | | - Eric Billy
- Novartis Institutes for Biomedical Research, Basel CH-4002, Switzerland
| | - Gregory R Hoffman
- Novartis Institutes for Biomedical Research, Cambridge, MA 02139, USA
| | - Antoine deWeck
- Novartis Institutes for Biomedical Research, Basel CH-4002, Switzerland
| | - David A Ruddy
- Novartis Institutes for Biomedical Research, Cambridge, MA 02139, USA
| | | | - Jianjun Yu
- Novartis Institutes for Biomedical Research, Emeryville, CA 94608, USA
| | - Gregg McAllister
- Novartis Institutes for Biomedical Research, Cambridge, MA 02139, USA
| | - Mark Stump
- Novartis Institutes for Biomedical Research, Cambridge, MA 02139, USA
| | | | - Samuel Ho
- Novartis Institutes for Biomedical Research, Cambridge, MA 02139, USA
| | - Yingzi Yue
- Novartis Institutes for Biomedical Research, Cambridge, MA 02139, USA
| | - Yue Liu
- Novartis Institutes for Biomedical Research, Cambridge, MA 02139, USA
| | - Yan Yan-Neale
- Novartis Institutes for Biomedical Research, Cambridge, MA 02139, USA
| | - Guizhi Yang
- Novartis Institutes for Biomedical Research, Cambridge, MA 02139, USA
| | - Fallon Lin
- Novartis Institutes for Biomedical Research, Cambridge, MA 02139, USA
| | - Hong Yin
- Novartis Institutes for Biomedical Research, Cambridge, MA 02139, USA
| | - Hui Gao
- Novartis Institutes for Biomedical Research, Cambridge, MA 02139, USA
| | - D Randal Kipp
- Novartis Institutes for Biomedical Research, Cambridge, MA 02139, USA
| | - Songping Zhao
- Novartis Institutes for Biomedical Research, Cambridge, MA 02139, USA
| | - Joshua T McNamara
- Novartis Institutes for Biomedical Research, Cambridge, MA 02139, USA
| | | | - Bing Zheng
- Novartis Institutes for Biomedical Research, Emeryville, CA 94608, USA
| | - Ying Lin
- China Novartis Institutes for Biomedical Research, Shanghai 201203, China
| | - Young Shin Cho
- Novartis Institutes for Biomedical Research, Cambridge, MA 02139, USA
| | - Justin Gu
- China Novartis Institutes for Biomedical Research, Shanghai 201203, China
| | - Kenneth Crawford
- Novartis Institutes for Biomedical Research, Emeryville, CA 94608, USA
| | - David Ciccone
- Novartis Institutes for Biomedical Research, Cambridge, MA 02139, USA
| | - Alberto C Vitari
- Novartis Institutes for Biomedical Research, Emeryville, CA 94608, USA
| | - Albert Lai
- Novartis Institutes for Biomedical Research, Emeryville, CA 94608, USA
| | - Vladimir Capka
- Novartis Institutes for Biomedical Research, Cambridge, MA 02139, USA
| | - Kristen Hurov
- Novartis Institutes for Biomedical Research, Cambridge, MA 02139, USA
| | - Jeffery A Porter
- Novartis Institutes for Biomedical Research, Cambridge, MA 02139, USA
| | - John Tallarico
- Novartis Institutes for Biomedical Research, Cambridge, MA 02139, USA
| | - Craig Mickanin
- Novartis Institutes for Biomedical Research, Cambridge, MA 02139, USA
| | - Emma Lees
- Novartis Institutes for Biomedical Research, Cambridge, MA 02139, USA
| | | | - Nicholas Keen
- Novartis Institutes for Biomedical Research, Cambridge, MA 02139, USA
| | - Tobias Schmelzle
- Novartis Institutes for Biomedical Research, Basel CH-4002, Switzerland
| | - Francesco Hofmann
- Novartis Institutes for Biomedical Research, Basel CH-4002, Switzerland
| | - Frank Stegmeier
- Novartis Institutes for Biomedical Research, Cambridge, MA 02139, USA.
| | - William R Sellers
- Novartis Institutes for Biomedical Research, Cambridge, MA 02139, USA.
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9
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Agarinis C, Orsini V, Megel P, Abraham Y, Yang H, Mickanin C, Myer V, Bouwmeester T, Tchorz JS, Parker CN. Activation of Yap-Directed Transcription by Knockdown of Conserved Cellular Functions. ACTA ACUST UNITED AC 2015; 21:269-76. [PMID: 26637552 DOI: 10.1177/1087057115617906] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2015] [Accepted: 10/26/2015] [Indexed: 10/22/2022]
Abstract
The Yap-Hippo pathway has a significant role in regulating cell proliferation and growth, thus controlling organ size and regeneration. The Hippo pathway regulates two highly conserved, transcription coactivators, YAP and TAZ. The upstream regulators of the Yap-Hippo pathway have not been fully characterized. The aim of this study was to use a siRNA screen, in a liver biliary cell line, to identify regulators of the Yap-Hippo pathway that allow activation of the YAP transcription coactivator at high cell density. Activation of the YAP transcription coactivator was monitored using a high-content, image-based assay that measured the intracellular localization of native YAP protein. Active siRNAs were identified and further validated by quantification of CYR61 mRNA levels (a known YAP target gene). The effect of compounds targeting the putative gene targets identified as hits was also used for further validation. A number of validated hits reveal basic aspects of Yap-Hippo biology, such as components of the nuclear pore, by which YAP cytoplasmic-nuclear shuttling occurs, or how proteasomal degradation regulates intracellular YAP concentrations, which then alter YAP localization and transcription. Such results highlight how targeting conserved cellular functions can lead to validated activity in phenotypic assays.
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Affiliation(s)
- C Agarinis
- Novartis Institutes for Biomedical Research, Basel, Switzerland
| | - V Orsini
- Novartis Institutes for Biomedical Research, Basel, Switzerland
| | - P Megel
- Novartis Institutes for Biomedical Research, Basel, Switzerland
| | - Y Abraham
- Novartis Institutes for Biomedical Research, Basel, Switzerland
| | - H Yang
- Novartis Institutes for Biomedical Research, Novartis, Cambridge, MA, USA
| | - C Mickanin
- Novartis Institutes for Biomedical Research, Novartis, Cambridge, MA, USA
| | - V Myer
- Novartis Institutes for Biomedical Research, Novartis, Cambridge, MA, USA
| | - T Bouwmeester
- Novartis Institutes for Biomedical Research, Basel, Switzerland
| | - J S Tchorz
- Novartis Institutes for Biomedical Research, Basel, Switzerland
| | - C N Parker
- Novartis Institutes for Biomedical Research, Basel, Switzerland
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10
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Jagani Z, Hoffman G, Rahal R, Buxton F, McAllister G, Xiang K, Frias E, Huber J, Lindeman A, Chen D, Bagdasarian L, Romero R, Ramadan N, Phadke T, Haas K, Jaskelioff M, Wilson B, Meyer M, McLaughlin ME, Roberts CWM, Myer V, Porter J, Keen N, Mickanin C, Stegmeier F. Abstract PR06: A functional screen of the epigenome identifies BRM/SMARCA2 as a critical synthetic lethal target in BRG1-deficient cancers. Mol Cancer Ther 2013. [DOI: 10.1158/1535-7163.targ-13-pr06] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Epigenetic dysregulation is an emerging hallmark of cancers, and the identification of recurrent somatic mutations in chromatin regulators implies a causal role for altered chromatin states in tumorigenesis. As the majority of epigenetic mutations are inactivating and thus do not present directly druggable targets, we reasoned that these mutations may alter the epigenomic state of cancer cells and thereby expose novel epigenetic vulnerabilities. To systematically search for epigenetic synthetic lethal interactions, we performed a deep coverage pooled shRNA screen across a large collection of cancer cell lines using a library targeting a diverse set of epigenetic regulators. Strikingly, this unbiased screen revealed that silencing of the SWI/SNF ATPase subunit BRM/SMARCA2, selectively inhibits the proliferation of BRG1-deficient cancer cells. The mammalian SWI/SNF complexes (mSWI/SNF) regulate chromatin structure through ATP-dependent nucleosome remodeling. Recent cancer genome studies have revealed a significant frequency of mutations in several components of the mSWI/SNF complexes including loss of the catalytic subunit BRG1 in non-small cell lung cancers. Our studies reveal that BRM knockdown selectively induced cell cycle arrest in BRG1-mutant cancer cells and significantly impaired the growth of BRG1-mutant lung tumor xenografts. BRM is the paralog of BRG1, suggesting a model in which mSWI/SNF mutations lead to a hypomorphic complex that promotes tumorigenesis but cannot tolerate complete inactivation. Therefore, our studies present BRM as an attractive therapeutic target in BRG1-mutant cancers.
Citation Information: Mol Cancer Ther 2013;12(11 Suppl):PR06.
Citation Format: Zainab Jagani, Gregory Hoffman, Rami Rahal, Frank Buxton, Gregory McAllister, Kay Xiang, Elizabeth Frias, Janina Huber, Alicia Lindeman, Dongshu Chen, Linda Bagdasarian, Rodrigo Romero, Nadire Ramadan, Tanushree Phadke, Kristy Haas, Mariela Jaskelioff, Boris Wilson, Matthew Meyer, Margaret E. McLaughlin, Charles WM Roberts, Vic Myer, Jeff Porter, Nicholas Keen, Craig Mickanin, Frank Stegmeier. A functional screen of the epigenome identifies BRM/SMARCA2 as a critical synthetic lethal target in BRG1-deficient cancers. [abstract]. In: Proceedings of the AACR-NCI-EORTC International Conference: Molecular Targets and Cancer Therapeutics; 2013 Oct 19-23; Boston, MA. Philadelphia (PA): AACR; Mol Cancer Ther 2013;12(11 Suppl):Abstract nr PR06.
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Affiliation(s)
- Zainab Jagani
- 1Novartis Institutes for BioMedical Research, Cambridge, MA
| | | | - Rami Rahal
- 1Novartis Institutes for BioMedical Research, Cambridge, MA
| | - Frank Buxton
- 1Novartis Institutes for BioMedical Research, Cambridge, MA
| | | | - Kay Xiang
- 1Novartis Institutes for BioMedical Research, Cambridge, MA
| | | | - Janina Huber
- 1Novartis Institutes for BioMedical Research, Cambridge, MA
| | | | - Dongshu Chen
- 1Novartis Institutes for BioMedical Research, Cambridge, MA
| | | | - Rodrigo Romero
- 1Novartis Institutes for BioMedical Research, Cambridge, MA
| | - Nadire Ramadan
- 1Novartis Institutes for BioMedical Research, Cambridge, MA
| | | | - Kristy Haas
- 1Novartis Institutes for BioMedical Research, Cambridge, MA
| | | | - Boris Wilson
- 3Department of Pediatric Oncology, Dana Farber Cancer Institute, Boston, MA
| | - Matthew Meyer
- 1Novartis Institutes for BioMedical Research, Cambridge, MA
| | | | - Charles WM Roberts
- 3Department of Pediatric Oncology, Dana Farber Cancer Institute, Boston, MA
| | - Vic Myer
- 1Novartis Institutes for BioMedical Research, Cambridge, MA
| | - Jeff Porter
- 1Novartis Institutes for BioMedical Research, Cambridge, MA
| | - Nicholas Keen
- 1Novartis Institutes for BioMedical Research, Cambridge, MA
| | - Craig Mickanin
- 1Novartis Institutes for BioMedical Research, Cambridge, MA
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11
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Zhang L, Zhou F, García de Vinuesa A, de Kruijf EM, Mesker WE, Hui L, Drabsch Y, Li Y, Bauer A, Rousseau A, Sheppard KA, Mickanin C, Kuppen PJK, Lu CX, Ten Dijke P. TRAF4 promotes TGF-β receptor signaling and drives breast cancer metastasis. Mol Cell 2013; 51:559-72. [PMID: 23973329 DOI: 10.1016/j.molcel.2013.07.014] [Citation(s) in RCA: 183] [Impact Index Per Article: 16.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2013] [Revised: 06/27/2013] [Accepted: 07/09/2013] [Indexed: 12/19/2022]
Abstract
TGF-β signaling is a therapeutic target in advanced cancers. We identified tumor necrosis factor receptor-associated factor 4 (TRAF4) as a key component mediating pro-oncogenic TGF-β-induced SMAD and non-SMAD signaling. Upon TGF-β stimulation, TRAF4 is recruited to the active TGF-β receptor complex, where it antagonizes E3 ligase SMURF2 and facilitates the recruitment of deubiquitinase USP15 to the TGF-β type I receptor (TβRI). Both processes contribute to TβRI stabilization on the plasma membrane and thereby enhance TGF-β signaling. In addition, the TGF-β receptor-TRAF4 interaction triggers Lys 63-linked TRAF4 polyubiquitylation and subsequent activation of the TGF-β-activated kinase (TAK)1. TRAF4 is required for efficient TGF-β-induced migration, epithelial-to-mesenchymal transition, and breast cancer metastasis. Elevated TRAF4 expression correlated with increased levels of phosphorylated SMAD2 and phosphorylated TAK1 as well as poor prognosis among breast cancer patients. Our results demonstrate that TRAF4 can regulate the TGF-β pathway and is a key determinant in breast cancer pathogenesis.
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Affiliation(s)
- Long Zhang
- Department of Molecular Cell Biology, Cancer Genomics Centre Netherlands and Centre for Biomedical Genetics, Leiden University Medical Center, Postbus 9600, 2300 RC Leiden, The Netherlands; Life Sciences Institute, Zhejiang University, Hangzhou, Zhejiang 310058, China
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12
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Zhang L, Huang H, Zhou F, Schimmel J, Pardo CG, Zhang T, Barakat TS, Sheppard KA, Mickanin C, Porter JA, Vertegaal ACO, van Dam H, Gribnau J, Lu CX, ten Dijke P. RNF12 controls embryonic stem cell fate and morphogenesis in zebrafish embryos by targeting Smad7 for degradation. Mol Cell 2012; 46:650-61. [PMID: 22560923 DOI: 10.1016/j.molcel.2012.04.003] [Citation(s) in RCA: 71] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2011] [Revised: 12/12/2011] [Accepted: 04/02/2012] [Indexed: 01/10/2023]
Abstract
TGF-β members are of key importance during embryogenesis and tissue homeostasis. Smad7 is a potent antagonist of TGF-β family/Smad-mediated responses, but the regulation of Smad7 activity is not well understood. We identified the RING domain-containing E3 ligase RNF12 as a critical component of TGF-β signaling. Depletion of RNF12 dramatically reduced TGF-β/Smad-induced effects in mammalian cells, whereas ectopic expression of RNF12 strongly enhanced these responses. RNF12 specifically binds to Smad7 and induces its polyubiquitination and degradation. Smad7 levels were increased in RNF12-deficient mouse embryonic stem cells, resulting in mitigation of both BMP-mediated repression of neural induction and activin-induced anterior mesoderm formation. RNF12 also antagonized Smad7 during Nodal-dependent and BMP-dependent signaling and morphogenic events in early zebrafish embryos. The gastrulation defects induced by ectopic and depleted Smad7 were rescued in part by RNF12 gain and loss of function, respectively. These findings demonstrate that RNF12 plays a critical role in TGF-β family signaling.
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Affiliation(s)
- Long Zhang
- Department of Molecular Cell Biology and Centre for Biomedical Genetics, Leiden University Medical Center, Leiden, The Netherlands.
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13
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Zhang Y, Liu S, Mickanin C, Feng Y, Charlat O, Michaud GA, Schirle M, Shi X, Hild M, Bauer A, Myer VE, Finan PM, Porter JA, Huang SMA, Cong F. RNF146 is a poly(ADP-ribose)-directed E3 ligase that regulates axin degradation and Wnt signalling. Nat Cell Biol 2011; 13:623-9. [PMID: 21478859 DOI: 10.1038/ncb2222] [Citation(s) in RCA: 301] [Impact Index Per Article: 23.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2010] [Accepted: 02/04/2011] [Indexed: 12/13/2022]
Abstract
The Wnt/β-catenin signalling pathway plays essential roles in embryonic development and adult tissue homeostasis, and deregulation of this pathway has been linked to cancer. Axin is a concentration-limiting component of the β-catenin destruction complex, and its stability is regulated by tankyrase. However, the molecular mechanism by which tankyrase-dependent poly(ADP-ribosyl)ation (PARsylation) is coupled to ubiquitylation and degradation of axin remains undefined. Here, we identify RNF146, a RING-domain E3 ubiquitin ligase, as a positive regulator of Wnt signalling. RNF146 promotes Wnt signalling by mediating tankyrase-dependent degradation of axin. Mechanistically, RNF146 directly interacts with poly(ADP-ribose) through its WWE domain, and promotes degradation of PARsylated proteins. Using proteomics approaches, we have identified BLZF1 and CASC3 as further substrates targeted by tankyrase and RNF146 for degradation. Thus, identification of RNF146 as a PARsylation-directed E3 ligase establishes a molecular paradigm that links tankyrase-dependent PARsylation to ubiquitylation. RNF146-dependent protein degradation may emerge as a major mechanism by which tankyrase exerts its function.
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Affiliation(s)
- Yue Zhang
- Developmental and Molecular Pathways, Novartis Institutes for Biomedical Research, Cambridge, Massachusetts 02139, USA
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14
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Gottar-Guillier M, Dodeller F, Huesken D, Iourgenko V, Mickanin C, Labow M, Gaveriaux S, Kinzel B, Mueller M, Alitalo K, Littlewood-Evans A, Cenni B. The Tyrosine Kinase BMX Is an Essential Mediator of Inflammatory Arthritis in a Kinase-Independent Manner. J I 2011; 186:6014-23. [DOI: 10.4049/jimmunol.1002813] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
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15
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Gaither LA, Borawski J, Anderson LJ, Balabanis KA, Devay P, Joberty G, Rau C, Schirle M, Bouwmeester T, Mickanin C, Zhao S, Vickers C, Lee L, Deng G, Baryza J, Fujimoto RA, Lin K, Compton T, Wiedmann B. Multiple cyclophilins involved in different cellular pathways mediate HCV replication. Virology 2009; 397:43-55. [PMID: 19932913 DOI: 10.1016/j.virol.2009.10.043] [Citation(s) in RCA: 72] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2009] [Revised: 08/25/2009] [Accepted: 10/28/2009] [Indexed: 02/08/2023]
Abstract
Three cyclophilin inhibitors (DEBIO-025, SCY635, and NIM811) are currently in clinical trials for hepatitis C therapy. The mechanism of action of these, however, is not completely understood. There are at least 16 cyclophilins expressed in human cells which are involved in a diverse set of cellular processes. Large-scale siRNA experiments, chemoproteomic assays with cyclophilin binding compounds, and mRNA profiling of HCV replicon containing cells were used to identify the cyclophilins that are instrumental to HCV replication. The previously reported cyclophilin A was confirmed and additional cyclophilin containing pathways were identified. Together, the experiments provide strong evidence that NIM811 reduces viral replication by inhibition of multiple cyclophilins and pathways with protein trafficking as the most strongly and persistently affected pathway.
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Affiliation(s)
- L Alex Gaither
- Novartis Institutes of Biomedical Research, Cambridge, MA 02139, USA
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16
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Chatterjee S, Szustakowski JD, Nanguneri NR, Mickanin C, Labow MA, Nohturfft A, Dev KK, Sivasankaran R. Identification of novel genes and pathways regulating SREBP transcriptional activity. PLoS One 2009; 4:e5197. [PMID: 19381295 PMCID: PMC2668173 DOI: 10.1371/journal.pone.0005197] [Citation(s) in RCA: 27] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2008] [Accepted: 02/05/2009] [Indexed: 02/07/2023] Open
Abstract
BACKGROUND Lipid metabolism in mammals is orchestrated by a family of transcription factors called sterol regulatory element-binding proteins (SREBPs) that control the expression of genes required for the uptake and synthesis of cholesterol, fatty acids, and triglycerides. SREBPs are thus essential for insulin-induced lipogenesis and for cellular membrane homeostasis and biogenesis. Although multiple players have been identified that control the expression and activation of SREBPs, gaps remain in our understanding of how SREBPs are coordinated with other physiological pathways. METHODOLOGY To identify novel regulators of SREBPs, we performed a genome-wide cDNA over-expression screen to identify proteins that might modulate the transcription of a luciferase gene driven from an SREBP-specific promoter. The results were verified through secondary biological assays and expression data were analyzed by a novel application of the Gene Set Enrichment Analysis (GSEA) method. CONCLUSIONS/SIGNIFICANCE We screened 10,000 different cDNAs and identified a number of genes and pathways that have previously not been implicated in SREBP control and cellular cholesterol homeostasis. These findings further our understanding of lipid biology and should lead to new insights into lipid associated disorders.
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Affiliation(s)
- Sandipan Chatterjee
- Developmental and Molecular Pathways, Novartis Institutes for BioMedical Research, Cambridge, Massachusetts, United States of America
| | - Joseph D. Szustakowski
- Developmental and Molecular Pathways, Novartis Institutes for BioMedical Research, Cambridge, Massachusetts, United States of America
| | - Nirmala R. Nanguneri
- Developmental and Molecular Pathways, Novartis Institutes for BioMedical Research, Cambridge, Massachusetts, United States of America
| | - Craig Mickanin
- Developmental and Molecular Pathways, Novartis Institutes for BioMedical Research, Cambridge, Massachusetts, United States of America
| | - Mark A. Labow
- Developmental and Molecular Pathways, Novartis Institutes for BioMedical Research, Cambridge, Massachusetts, United States of America
| | - Axel Nohturfft
- Division of Basic Medical Sciences, St. George's University of London, London, United Kingdom
| | - Kumlesh K. Dev
- Department of Anatomy, University College Cork, Cork, Ireland
- * E-mail: (KKD); (RS)
| | - Rajeev Sivasankaran
- Developmental and Molecular Pathways, Novartis Institutes for BioMedical Research, Cambridge, Massachusetts, United States of America
- * E-mail: (KKD); (RS)
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17
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Rines DR, Gomez-Ferreria MA, Zhou Y, DeJesus P, Grob S, Batalov S, Labow M, Huesken D, Mickanin C, Hall J, Reinhardt M, Natt F, Lange J, Sharp DJ, Chanda SK, Caldwell JS. Whole genome functional analysis identifies novel components required for mitotic spindle integrity in human cells. Genome Biol 2008; 9:R44. [PMID: 18302737 PMCID: PMC2374723 DOI: 10.1186/gb-2008-9-2-r44] [Citation(s) in RCA: 51] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2007] [Revised: 01/07/2008] [Accepted: 02/26/2008] [Indexed: 12/19/2022] Open
Abstract
A loss-of-function screen for siRNAs that arrest human cells in metaphase reveals genes involved in mitotic spindle integrity. Background The mitotic spindle is a complex mechanical apparatus required for accurate segregation of sister chromosomes during mitosis. We designed a genetic screen using automated microscopy to discover factors essential for mitotic progression. Using a RNA interference library of 49,164 double-stranded RNAs targeting 23,835 human genes, we performed a loss of function screen to look for small interfering RNAs that arrest cells in metaphase. Results Here we report the identification of genes that, when suppressed, result in structural defects in the mitotic spindle leading to bent, twisted, monopolar, or multipolar spindles, and cause cell cycle arrest. We further describe a novel analysis methodology for large-scale RNA interference datasets that relies on supervised clustering of these genes based on Gene Ontology, protein families, tissue expression, and protein-protein interactions. Conclusion This approach was utilized to classify functionally the identified genes in discrete mitotic processes. We confirmed the identity for a subset of these genes and examined more closely their mechanical role in spindle architecture.
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Affiliation(s)
- Daniel R Rines
- Genomics Institute of Novartis Research Foundation, John Jay Hopkins Drive, San Diego, California 92121, USA.
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18
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Mukherji M, Bell R, Supekova L, Wang Y, Orth AP, Batalov S, Miraglia L, Huesken D, Lange J, Martin C, Sahasrabudhe S, Reinhardt M, Natt F, Hall J, Mickanin C, Labow M, Chanda SK, Cho CY, Schultz PG. Genome-wide functional analysis of human cell-cycle regulators. Proc Natl Acad Sci U S A 2006; 103:14819-24. [PMID: 17001007 PMCID: PMC1595435 DOI: 10.1073/pnas.0604320103] [Citation(s) in RCA: 114] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/23/2023] Open
Abstract
Human cells have evolved complex signaling networks to coordinate the cell cycle. A detailed understanding of the global regulation of this fundamental process requires comprehensive identification of the genes and pathways involved in the various stages of cell-cycle progression. To this end, we report a genome-wide analysis of the human cell cycle, cell size, and proliferation by targeting >95% of the protein-coding genes in the human genome using small interfering RNAs (siRNAs). Analysis of >2 million images, acquired by quantitative fluorescence microscopy, showed that depletion of 1,152 genes strongly affected cell-cycle progression. These genes clustered into eight distinct phenotypic categories based on phase of arrest, nuclear area, and nuclear morphology. Phase-specific networks were built by interrogating knowledge-based and physical interaction databases with identified genes. Genome-wide analysis of cell-cycle regulators revealed a number of kinase, phosphatase, and proteolytic proteins and also suggests that processes thought to regulate G(1)-S phase progression like receptor-mediated signaling, nutrient status, and translation also play important roles in the regulation of G(2)/M phase transition. Moreover, 15 genes that are integral to TNF/NF-kappaB signaling were found to regulate G(2)/M, a previously unanticipated role for this pathway. These analyses provide systems-level insight into both known and novel genes as well as pathways that regulate cell-cycle progression, a number of which may provide new therapeutic approaches for the treatment of cancer.
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Affiliation(s)
- Mridul Mukherji
- *The Skaggs Institute for Chemical Biology and Department of Chemistry, The Scripps Research Institute, 10550 North Torrey Pines Road, La Jolla, CA 92037
| | - Russell Bell
- Prolexys Pharmaceuticals, Inc., 2150 West Dauntless Avenue, Salt Lake City, UT 84116
| | - Lubica Supekova
- *The Skaggs Institute for Chemical Biology and Department of Chemistry, The Scripps Research Institute, 10550 North Torrey Pines Road, La Jolla, CA 92037
| | - Yan Wang
- Genomics Institute of the Novartis Research Foundation, 10675 John Jay Hopkins Drive, San Diego, CA 92121
| | - Anthony P. Orth
- Genomics Institute of the Novartis Research Foundation, 10675 John Jay Hopkins Drive, San Diego, CA 92121
| | - Serge Batalov
- Genomics Institute of the Novartis Research Foundation, 10675 John Jay Hopkins Drive, San Diego, CA 92121
| | - Loren Miraglia
- Genomics Institute of the Novartis Research Foundation, 10675 John Jay Hopkins Drive, San Diego, CA 92121
| | - Dieter Huesken
- Genome and Proteome Sciences, Novartis Institutes for BioMedical Research, CH-4002 Basel, Switzerland; and
| | - Joerg Lange
- Genome and Proteome Sciences, Novartis Institutes for BioMedical Research, CH-4002 Basel, Switzerland; and
| | - Christopher Martin
- Prolexys Pharmaceuticals, Inc., 2150 West Dauntless Avenue, Salt Lake City, UT 84116
| | - Sudhir Sahasrabudhe
- Prolexys Pharmaceuticals, Inc., 2150 West Dauntless Avenue, Salt Lake City, UT 84116
| | - Mischa Reinhardt
- Genome and Proteome Sciences, Novartis Institutes for BioMedical Research, CH-4002 Basel, Switzerland; and
| | - Francois Natt
- Genome and Proteome Sciences, Novartis Institutes for BioMedical Research, CH-4002 Basel, Switzerland; and
| | - Jonathan Hall
- Genome and Proteome Sciences, Novartis Institutes for BioMedical Research, CH-4002 Basel, Switzerland; and
| | - Craig Mickanin
- Genome and Proteome Sciences, Novartis Institutes for BioMedical Research, Inc., 250 Massachusetts Avenue, Cambridge, MA 02139
| | - Mark Labow
- Genome and Proteome Sciences, Novartis Institutes for BioMedical Research, Inc., 250 Massachusetts Avenue, Cambridge, MA 02139
| | - Sumit K. Chanda
- Genomics Institute of the Novartis Research Foundation, 10675 John Jay Hopkins Drive, San Diego, CA 92121
| | - Charles Y. Cho
- Genomics Institute of the Novartis Research Foundation, 10675 John Jay Hopkins Drive, San Diego, CA 92121
- To whom correspondence may be addressed. E-mail:
or
| | - Peter G. Schultz
- *The Skaggs Institute for Chemical Biology and Department of Chemistry, The Scripps Research Institute, 10550 North Torrey Pines Road, La Jolla, CA 92037
- Genomics Institute of the Novartis Research Foundation, 10675 John Jay Hopkins Drive, San Diego, CA 92121
- To whom correspondence may be addressed. E-mail:
or
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19
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Huesken D, Lange J, Mickanin C, Weiler J, Asselbergs F, Warner J, Meloon B, Engel S, Rosenberg A, Cohen D, Labow M, Reinhardt M, Natt F, Hall J. Erratum: Corrigendum: Design of a genome-wide siRNA library using an artificial neural network. Nat Biotechnol 2005. [DOI: 10.1038/nbt1005-1315a] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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20
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Huesken D, Lange J, Mickanin C, Weiler J, Asselbergs F, Warner J, Meloon B, Engel S, Rosenberg A, Cohen D, Labow M, Reinhardt M, Natt F, Hall J. Design of a genome-wide siRNA library using an artificial neural network. Nat Biotechnol 2005; 23:995-1001. [PMID: 16025102 DOI: 10.1038/nbt1118] [Citation(s) in RCA: 253] [Impact Index Per Article: 13.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2005] [Accepted: 04/27/2005] [Indexed: 11/10/2022]
Abstract
The largest gene knock-down experiments performed to date have used multiple short interfering/short hairpin (si/sh)RNAs per gene. To overcome this burden for design of a genome-wide siRNA library, we used the Stuttgart Neural Net Simulator to train algorithms on a data set of 2,182 randomly selected siRNAs targeted to 34 mRNA species, assayed through a high-throughput fluorescent reporter gene system. The algorithm, (BIOPREDsi), reliably predicted activity of 249 siRNAs of an independent test set (Pearson coefficient r = 0.66) and siRNAs targeting endogenous genes at mRNA and protein levels. Neural networks trained on a complementary 21-nucleotide (nt) guide sequence were superior to those trained on a 19-nt sequence. BIOPREDsi was used in the design of a genome-wide siRNA collection with two potent siRNAs per gene. When this collection of 50,000 siRNAs was used to identify genes involved in the cellular response to hypoxia, two of the most potent hits were the key hypoxia transcription factors HIF1A and ARNT.
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Affiliation(s)
- Dieter Huesken
- Novartis Institutes for BioMedical Research, Genome and Proteome Sciences, CH-4002 Basel, Switzerland
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21
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Iourgenko V, Zhang W, Mickanin C, Daly I, Jiang C, Hexham JM, Orth AP, Miraglia L, Meltzer J, Garza D, Chirn GW, McWhinnie E, Cohen D, Skelton J, Terry R, Yu Y, Bodian D, Buxton FP, Zhu J, Song C, Labow MA. Identification of a family of cAMP response element-binding protein coactivators by genome-scale functional analysis in mammalian cells. Proc Natl Acad Sci U S A 2003; 100:12147-52. [PMID: 14506290 PMCID: PMC218727 DOI: 10.1073/pnas.1932773100] [Citation(s) in RCA: 292] [Impact Index Per Article: 13.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2003] [Indexed: 11/18/2022] Open
Abstract
This report describes an unbiased method for systematically determining gene function in mammalian cells. A total of 20,704 predicted human full-length cDNAs were tested for induction of the IL-8 promoter. A number of genes, including those for cytokines, receptors, adapters, kinases, and transcription factors, were identified that induced the IL-8 promoter through known regulatory sites. Proteins that acted through a cooperative interaction between an AP-1 and an unrecognized cAMP response element (CRE)-like site were also identified. A protein, termed transducer of regulated cAMP response element-binding protein (CREB) (TORC1), was identified that activated expression through the variant CRE and consensus CRE sites. TORC1 potently induced known CREB1 target genes, bound CREB1, and activated expression through a potent transcription activation domain. A functional Drosophila TORC gene was also identified. Thus, TORCs represent a family of highly conserved CREB coactivators that may control the potency and specificity of CRE-mediated responses.
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Affiliation(s)
- Vadim Iourgenko
- Department of Functional Genomics, Novartis Institute for Biomedical Research, 100 Technology Square, Cambridge, MA 02139, USA
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22
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Ranger AM, Grusby MJ, Hodge MR, Gravallese EM, de la Brousse FC, Hoey T, Mickanin C, Baldwin HS, Glimcher LH. The transcription factor NF-ATc is essential for cardiac valve formation. Nature 1998; 392:186-90. [PMID: 9515964 DOI: 10.1038/32426] [Citation(s) in RCA: 446] [Impact Index Per Article: 17.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
Nuclear factor of activated T cells (NF-AT) is the name of a family of four related transcription factors that may be needed for cytokine gene expression in activated lymphocytes. Here we report that mice with a targeted disruption of the NF-ATc gene show an unexpected and dramatic defect in cardiac morphogenesis, with selective absence of the aortic and pulmonary valves, leading to death in utero from congestive heart failure at days 13.5-17.5 of gestation. In contrast, tricuspid and mitral valve morphogenesis is normal. NF-ATc is the first transcription factor known to be expressed only in the endothelial cells of the heart. As in T cells, nuclear translocation of NF-ATc in cardiac endothelial cells is controlled by the calcium-regulated phosphatase calcineurin: NF-ATc remains cytoplasmic in normal embryos cultured with cyclosporin A, an inhibitor of calcineurin. Abnormal development of the cardiac valves and septae is the most frequent form of birth defect, yet few molecular regulators of valve formation are known. Our results indicate that NF-ATc may play a critical role in signal-transduction processes required for normal cardiac valve formation.
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Affiliation(s)
- A M Ranger
- Department of Cancer Biology, Harvard School of Public Health, Boston, Massachusetts 02115, USA
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23
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Baldwin HS, Mickanin C, Buck C. Adenovirus-mediated gene transfer during initial organogenesis in the mammalian embryo is promoter-dependent and tissue-specific. Gene Ther 1997; 4:1142-9. [PMID: 9425436 DOI: 10.1038/sj.gt.3300525] [Citation(s) in RCA: 30] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Abstract
Replication-defective adenoviruses have received increasing attention as vectors for exogenous gene administration in a variety of experimental and pathological conditions. However, little information exists about their utility for in utero gene therapy, and no information exists concerning their efficacy for gene delivery during initial organogenesis in the mammalian embryo. To evaluate the feasibility of using these vectors for exogenous gene transduction during the initial stages of organogenesis in the mammal, we injected an adenovirus vector carrying the bacterial beta-galactosidase (lacZ) gene under the control of either the cytomegalovirus (CMV) promoter or the Rous sarcoma virus (RSV) long terminal repeat (LTR) into early, post-gastrulation, mouse embryos, and evaluated expression following 36-48 h in culture. These studies suggest that adenovirus-mediated gene delivery may provide an efficient method of gene transduction during critical developmental stages with no detectable adverse effects on normal development during early morphogenesis. In addition, the type of promoter used had a significant effect on the tissue distribution of gene expression.
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Affiliation(s)
- H S Baldwin
- Division of Pediatric Cardiology, Children's Hospital of Philadelphia, PA 19104, USA
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24
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Galili N, Baldwin HS, Lund J, Reeves R, Gong W, Wang Z, Roe BA, Emanuel BS, Nayak S, Mickanin C, Budarf MI, Buck CA. A region of mouse chromosome 16 is syntenic to the DiGeorge, velocardiofacial syndrome minimal critical region. Genome Res 1997; 7:399. [PMID: 9110179] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
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25
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Galili N, Baldwin HS, Lund J, Reeves R, Gong W, Wang Z, Roe BA, Emanuel BS, Nayak S, Mickanin C, Budarf ML, Buck CA. A region of mouse chromosome 16 is syntenic to the DiGeorge, velocardiofacial syndrome minimal critical region. Genome Res 1997; 7:17-26. [PMID: 9037598 DOI: 10.1101/gr.7.1.17] [Citation(s) in RCA: 54] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Abstract
DGS and VCFS, haploinsufficiencies characterized by multiple craniofacial and cardiac abnormalities, are associated with a microdeletion of chromosome 22q11.2. Here we document synteny between a 150-kb region on mouse chromosome 16 and the most commonly deleted portion of 22q11.2. Seven genes, all of which are transcribed in the early mouse embryo, have been identified. Of particular interest are two serine/threonine kinase genes and a novel goosecoid-like homeobox gene (Gscl). Comparative sequence analysis of a 38-kb segment reveals similarities in gene content, order, exon composition, and transcriptional direction. Therefore, if deletion of these genes results in DGS/VCFS in humans, then haploinsufficiencies involving this region of chromosome 16 should recapitulate the developmental field defects characteristic of this syndrome.
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Affiliation(s)
- N Galili
- Wistar Institute, Philadelphia, Pennsylvania, USA.
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26
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Baldwin HS, Shen HM, Yan HC, DeLisser HM, Chung A, Mickanin C, Trask T, Kirschbaum NE, Newman PJ, Albelda SM. Platelet endothelial cell adhesion molecule-1 (PECAM-1/CD31): alternatively spliced, functionally distinct isoforms expressed during mammalian cardiovascular development. Development 1994; 120:2539-53. [PMID: 7956830 DOI: 10.1242/dev.120.9.2539] [Citation(s) in RCA: 216] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
The establishment of the cardiovascular system represents an early, critical event essential for normal embryonic development. An important component of vascular ontogeny is the differentiation and development of the endothelial and endocardial cell populations. This involves, at least in part, the expression and function of specific cell surface receptors required to mediate cell-cell and cell-matrix adhesion. Platelet endothelial cell adhesion molecule-1 (PECAM-1, CD31) may well serve such a function. It is a member of the immunoglobulin superfamily expressed by the entire vascular endothelium in the adult. It is capable of mediating adhesion by a heterophilic mechanism requiring glycosaminoglycans, as well as by a homophilic, glycosaminoglycan independent, mechanism. It has been shown to regulate the expression of other adhesion molecules on naive T cells. This report documents by RT-PCR and immunohistochemical analysis the expression of PECAM-1 during early post implantation mouse embryo development. PECAM-1 was expressed by early endothelial precursors first within the yolk sac and subsequently within the embryo itself. Interestingly, embryonic PECAM-1 was expressed as multiple isoforms in which one or more clusters of polypeptides were missing from the cytoplasmic domain. The sequence and location of the deleted polypeptides corresponded to exons found in the human PECAM-1 gene. The alternatively spliced isoforms were capable of mediating cell-cell adhesion when transfected into L-cells. The isoforms differed, however, in their sensitivity to a panel of anti-PECAM-1 monoclonal antibodies. These data suggest that changes in the cytoplasmic domain of PECAM-1 may affect its function during cardiovascular development, and are consistent with our earlier report that systematic truncation of the cytoplasmic domain of human PECAM-1 resulted in changes in its ligand specificity, divalent cation and glycosaminoglycan dependence, as well as its susceptibility to adhesion blocking monoclonal antibodies. This is the first report of naturally occurring alternatively spliced forms of PECAM-1 having possible functional implications.
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Affiliation(s)
- H S Baldwin
- Department of Pediatrics, Children's Hospital of Philadelphia, PA 19104
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27
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Buck CA, Baldwin HS, DeLisser H, Mickanin C, Shen HM, Kennedy G, Chen A, Edelman JM, Albelda SM. Cell adhesion receptors and early mammalian heart development: an overview. C R Acad Sci III 1993; 316:838-59. [PMID: 8076214] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Subscribe] [Scholar Register] [Indexed: 01/28/2023]
Abstract
Cardiovascular development is the end result of a complex genetic program subject to regulation by signals transmitted between a cell and its extracellular environment. As cells encounter new extracellular matrices or establish new cell-cell interactions, new genes must be activated to accommodate the altered developmental situation within which the cell finds itself. This is likely reflected in a program of adhesion receptor and counter receptor expression on the surface of cells engaged in the morphogenesis. To understand the molecular basis of development, it is necessary to first determine if such a program exists and then to establish the role of various receptors and counter receptors in the particular morphogenetic process under investigation. To this end, we have initiated an investigation into expression of specific adhesion receptors during cardiovascular development in the mouse. Here, we demonstrate that platelet endothelial cell adhesion molecule (PECAM)-1 is an excellent marker for following vascular formation in the mammalian embryo. It is expressed during development in several alternatively spliced forms involving the cytoplasmic domain of the molecule. These forms differ in their ligand binding properties. Thus, a change in the cytoplasmic domain affects the folding of the molecule in such a way as to structurally alter the extracellular domain. Further, several receptors including the laminin receptor, the fibronectin receptor and a hyaluronic acid receptor, display specific expression patterns during heart development. These include differential expression in the endocardium and myocardium, down regulation during endocardial and myocardium, down regulation during endocardial cushion formation and cessation of expression in particular regions of the heart upon maturation. Interference with the function of one of these receptors (the fibronectin receptor) results in aberrant heart formation. These observations strongly support the concept that morphogenesis requires specific cell adhesion molecules that are expressed in precisely choreographed programs.
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Affiliation(s)
- C A Buck
- Wistar Institute, Philadelphia, PA
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