Mutational Spectrum, Copy Number Changes, and Outcome: Results of a Sequencing Study of Patients With Newly Diagnosed Myeloma.
OBJECTIVE
At the molecular level, myeloma is characterized by copy number abnormalities and recurrent translocations into the immunoglobulin heavy chain locus. Novel methods, such as massively parallel sequencing, have begun to describe the pattern of tumor-acquired mutations, but their clinical relevance has yet to be established.


METHODS
We performed whole-exome sequencing for 463 patients who presented with myeloma and were enrolled onto the National Cancer Research Institute Myeloma XI trial, for whom complete molecular cytogenetic and clinical outcome data were available.


RESULTS
We identified 15 significantly mutated genes: IRF4, KRAS, NRAS, MAX, HIST1H1E, RB1, EGR1, TP53, TRAF3, FAM46C, DIS3, BRAF, LTB, CYLD, and FGFR3. The mutational spectrum is dominated by mutations in the RAS (43%) and nuclear factor-κB (17%) pathways, but although they are prognostically neutral, they could be targeted therapeutically. Mutations in CCND1 and DNA repair pathway alterations (TP53, ATM, ATR, and ZNFHX4 mutations) are associated with a negative impact on survival. In contrast, those in IRF4 and EGR1 are associated with a favorable overall survival. We combined these novel mutation risk factors with the recurrent molecular adverse features and international staging system to generate an international staging system mutation score that can identify a high-risk population of patients who experience relapse and die prematurely.


CONCLUSIONS
We have refined our understanding of genetic events in myeloma and identified clinically relevant mutations that may be used to better stratify patients at presentation.
Brian A. Walker, Eileen M. Boyle, Christopher P. Wardell, Alex Murison, Dil B. Begum, Nasrin M. Dahir, Paula Z. Proszek, David C. Johnson, Martin F. Kaiser, Lorenzo Melchor, Lauren I. Aronson, Charlotte Pawlyn, Fabio Mirabella, John R. Jones, Annamaria Brioli, Faith E. Davies, and Gareth J. Morgan, The Institute of Cancer Research, London; Matthew Scales, The Institute of Cancer Research, Surrey; David A. Cairns, Walter M. Gregory, and Ana Quartilho, University of Leeds; Gordon Cook, St James's University Hospital, Leeds; Mark T. Drayson, University of Birmingham, Birmingham; Nigel Russell, Nottingham University Hospital, Nottingham; Graham H. Jackson, Newcastle University, Newcastle upon Tyne, United Kingdom; Aneta Mikulasova, Masaryk University, Brno, Czech Republic; and Xavier Leleu, Hôpital C. Huriez, Centre Hospitalier Régional Universitaire de Lille, Lille, France.
Brian A
BA
Walker
Brian A. Walker, Eileen M. Boyle, Christopher P. Wardell, Alex Murison, Dil B. Begum, Nasrin M. Dahir, Paula Z. Proszek, David C. Johnson, Martin F. Kaiser, Lorenzo Melchor, Lauren I. Aronson, Charlotte Pawlyn, Fabio Mirabella, John R. Jones, Annamaria Brioli, Faith E. Davies, and Gareth J. Morgan, The Institute of Cancer Research, London; Matthew Scales, The Institute of Cancer Research, Surrey; David A. Cairns, Walter M. Gregory, and Ana Quartilho, University of Leeds; Gordon Cook, St James's University Hospital, Leeds; Mark T. Drayson, University of Birmingham, Birmingham; Nigel Russell, Nottingham University Hospital, Nottingham; Graham H. Jackson, Newcastle University, Newcastle upon Tyne, United Kingdom; Aneta Mikulasova, Masaryk University, Brno, Czech Republic; and Xavier Leleu, Hôpital C. Huriez, Centre Hospitalier Régional Universitaire de Lille, Lille, France.
Eileen M
EM
Boyle
Brian A. Walker, Eileen M. Boyle, Christopher P. Wardell, Alex Murison, Dil B. Begum, Nasrin M. Dahir, Paula Z. Proszek, David C. Johnson, Martin F. Kaiser, Lorenzo Melchor, Lauren I. Aronson, Charlotte Pawlyn, Fabio Mirabella, John R. Jones, Annamaria Brioli, Faith E. Davies, and Gareth J. Morgan, The Institute of Cancer Research, London; Matthew Scales, The Institute of Cancer Research, Surrey; David A. Cairns, Walter M. Gregory, and Ana Quartilho, University of Leeds; Gordon Cook, St James's University Hospital, Leeds; Mark T. Drayson, University of Birmingham, Birmingham; Nigel Russell, Nottingham University Hospital, Nottingham; Graham H. Jackson, Newcastle University, Newcastle upon Tyne, United Kingdom; Aneta Mikulasova, Masaryk University, Brno, Czech Republic; and Xavier Leleu, Hôpital C. Huriez, Centre Hospitalier Régional Universitaire de Lille, Lille, France.
Christopher P
CP
Wardell
Brian A. Walker, Eileen M. Boyle, Christopher P. Wardell, Alex Murison, Dil B. Begum, Nasrin M. Dahir, Paula Z. Proszek, David C. Johnson, Martin F. Kaiser, Lorenzo Melchor, Lauren I. Aronson, Charlotte Pawlyn, Fabio Mirabella, John R. Jones, Annamaria Brioli, Faith E. Davies, and Gareth J. Morgan, The Institute of Cancer Research, London; Matthew Scales, The Institute of Cancer Research, Surrey; David A. Cairns, Walter M. Gregory, and Ana Quartilho, University of Leeds; Gordon Cook, St James's University Hospital, Leeds; Mark T. Drayson, University of Birmingham, Birmingham; Nigel Russell, Nottingham University Hospital, Nottingham; Graham H. Jackson, Newcastle University, Newcastle upon Tyne, United Kingdom; Aneta Mikulasova, Masaryk University, Brno, Czech Republic; and Xavier Leleu, Hôpital C. Huriez, Centre Hospitalier Régional Universitaire de Lille, Lille, France.
Alex
A
Murison
Brian A. Walker, Eileen M. Boyle, Christopher P. Wardell, Alex Murison, Dil B. Begum, Nasrin M. Dahir, Paula Z. Proszek, David C. Johnson, Martin F. Kaiser, Lorenzo Melchor, Lauren I. Aronson, Charlotte Pawlyn, Fabio Mirabella, John R. Jones, Annamaria Brioli, Faith E. Davies, and Gareth J. Morgan, The Institute of Cancer Research, London; Matthew Scales, The Institute of Cancer Research, Surrey; David A. Cairns, Walter M. Gregory, and Ana Quartilho, University of Leeds; Gordon Cook, St James's University Hospital, Leeds; Mark T. Drayson, University of Birmingham, Birmingham; Nigel Russell, Nottingham University Hospital, Nottingham; Graham H. Jackson, Newcastle University, Newcastle upon Tyne, United Kingdom; Aneta Mikulasova, Masaryk University, Brno, Czech Republic; and Xavier Leleu, Hôpital C. Huriez, Centre Hospitalier Régional Universitaire de Lille, Lille, France.
Dil B
DB
Begum
Brian A. Walker, Eileen M. Boyle, Christopher P. Wardell, Alex Murison, Dil B. Begum, Nasrin M. Dahir, Paula Z. Proszek, David C. Johnson, Martin F. Kaiser, Lorenzo Melchor, Lauren I. Aronson, Charlotte Pawlyn, Fabio Mirabella, John R. Jones, Annamaria Brioli, Faith E. Davies, and Gareth J. Morgan, The Institute of Cancer Research, London; Matthew Scales, The Institute of Cancer Research, Surrey; David A. Cairns, Walter M. Gregory, and Ana Quartilho, University of Leeds; Gordon Cook, St James's University Hospital, Leeds; Mark T. Drayson, University of Birmingham, Birmingham; Nigel Russell, Nottingham University Hospital, Nottingham; Graham H. Jackson, Newcastle University, Newcastle upon Tyne, United Kingdom; Aneta Mikulasova, Masaryk University, Brno, Czech Republic; and Xavier Leleu, Hôpital C. Huriez, Centre Hospitalier Régional Universitaire de Lille, Lille, France.
Nasrin M
NM
Dahir
Brian A. Walker, Eileen M. Boyle, Christopher P. Wardell, Alex Murison, Dil B. Begum, Nasrin M. Dahir, Paula Z. Proszek, David C. Johnson, Martin F. Kaiser, Lorenzo Melchor, Lauren I. Aronson, Charlotte Pawlyn, Fabio Mirabella, John R. Jones, Annamaria Brioli, Faith E. Davies, and Gareth J. Morgan, The Institute of Cancer Research, London; Matthew Scales, The Institute of Cancer Research, Surrey; David A. Cairns, Walter M. Gregory, and Ana Quartilho, University of Leeds; Gordon Cook, St James's University Hospital, Leeds; Mark T. Drayson, University of Birmingham, Birmingham; Nigel Russell, Nottingham University Hospital, Nottingham; Graham H. Jackson, Newcastle University, Newcastle upon Tyne, United Kingdom; Aneta Mikulasova, Masaryk University, Brno, Czech Republic; and Xavier Leleu, Hôpital C. Huriez, Centre Hospitalier Régional Universitaire de Lille, Lille, France.
Paula Z
PZ
Proszek
Brian A. Walker, Eileen M. Boyle, Christopher P. Wardell, Alex Murison, Dil B. Begum, Nasrin M. Dahir, Paula Z. Proszek, David C. Johnson, Martin F. Kaiser, Lorenzo Melchor, Lauren I. Aronson, Charlotte Pawlyn, Fabio Mirabella, John R. Jones, Annamaria Brioli, Faith E. Davies, and Gareth J. Morgan, The Institute of Cancer Research, London; Matthew Scales, The Institute of Cancer Research, Surrey; David A. Cairns, Walter M. Gregory, and Ana Quartilho, University of Leeds; Gordon Cook, St James's University Hospital, Leeds; Mark T. Drayson, University of Birmingham, Birmingham; Nigel Russell, Nottingham University Hospital, Nottingham; Graham H. Jackson, Newcastle University, Newcastle upon Tyne, United Kingdom; Aneta Mikulasova, Masaryk University, Brno, Czech Republic; and Xavier Leleu, Hôpital C. Huriez, Centre Hospitalier Régional Universitaire de Lille, Lille, France.
David C
DC
Johnson
Brian A. Walker, Eileen M. Boyle, Christopher P. Wardell, Alex Murison, Dil B. Begum, Nasrin M. Dahir, Paula Z. Proszek, David C. Johnson, Martin F. Kaiser, Lorenzo Melchor, Lauren I. Aronson, Charlotte Pawlyn, Fabio Mirabella, John R. Jones, Annamaria Brioli, Faith E. Davies, and Gareth J. Morgan, The Institute of Cancer Research, London; Matthew Scales, The Institute of Cancer Research, Surrey; David A. Cairns, Walter M. Gregory, and Ana Quartilho, University of Leeds; Gordon Cook, St James's University Hospital, Leeds; Mark T. Drayson, University of Birmingham, Birmingham; Nigel Russell, Nottingham University Hospital, Nottingham; Graham H. Jackson, Newcastle University, Newcastle upon Tyne, United Kingdom; Aneta Mikulasova, Masaryk University, Brno, Czech Republic; and Xavier Leleu, Hôpital C. Huriez, Centre Hospitalier Régional Universitaire de Lille, Lille, France.
Martin F
MF
Kaiser
Brian A. Walker, Eileen M. Boyle, Christopher P. Wardell, Alex Murison, Dil B. Begum, Nasrin M. Dahir, Paula Z. Proszek, David C. Johnson, Martin F. Kaiser, Lorenzo Melchor, Lauren I. Aronson, Charlotte Pawlyn, Fabio Mirabella, John R. Jones, Annamaria Brioli, Faith E. Davies, and Gareth J. Morgan, The Institute of Cancer Research, London; Matthew Scales, The Institute of Cancer Research, Surrey; David A. Cairns, Walter M. Gregory, and Ana Quartilho, University of Leeds; Gordon Cook, St James's University Hospital, Leeds; Mark T. Drayson, University of Birmingham, Birmingham; Nigel Russell, Nottingham University Hospital, Nottingham; Graham H. Jackson, Newcastle University, Newcastle upon Tyne, United Kingdom; Aneta Mikulasova, Masaryk University, Brno, Czech Republic; and Xavier Leleu, Hôpital C. Huriez, Centre Hospitalier Régional Universitaire de Lille, Lille, France.
Lorenzo
L
Melchor
Brian A. Walker, Eileen M. Boyle, Christopher P. Wardell, Alex Murison, Dil B. Begum, Nasrin M. Dahir, Paula Z. Proszek, David C. Johnson, Martin F. Kaiser, Lorenzo Melchor, Lauren I. Aronson, Charlotte Pawlyn, Fabio Mirabella, John R. Jones, Annamaria Brioli, Faith E. Davies, and Gareth J. Morgan, The Institute of Cancer Research, London; Matthew Scales, The Institute of Cancer Research, Surrey; David A. Cairns, Walter M. Gregory, and Ana Quartilho, University of Leeds; Gordon Cook, St James's University Hospital, Leeds; Mark T. Drayson, University of Birmingham, Birmingham; Nigel Russell, Nottingham University Hospital, Nottingham; Graham H. Jackson, Newcastle University, Newcastle upon Tyne, United Kingdom; Aneta Mikulasova, Masaryk University, Brno, Czech Republic; and Xavier Leleu, Hôpital C. Huriez, Centre Hospitalier Régional Universitaire de Lille, Lille, France.
Lauren I
LI
Aronson
Brian A. Walker, Eileen M. Boyle, Christopher P. Wardell, Alex Murison, Dil B. Begum, Nasrin M. Dahir, Paula Z. Proszek, David C. Johnson, Martin F. Kaiser, Lorenzo Melchor, Lauren I. Aronson, Charlotte Pawlyn, Fabio Mirabella, John R. Jones, Annamaria Brioli, Faith E. Davies, and Gareth J. Morgan, The Institute of Cancer Research, London; Matthew Scales, The Institute of Cancer Research, Surrey; David A. Cairns, Walter M. Gregory, and Ana Quartilho, University of Leeds; Gordon Cook, St James's University Hospital, Leeds; Mark T. Drayson, University of Birmingham, Birmingham; Nigel Russell, Nottingham University Hospital, Nottingham; Graham H. Jackson, Newcastle University, Newcastle upon Tyne, United Kingdom; Aneta Mikulasova, Masaryk University, Brno, Czech Republic; and Xavier Leleu, Hôpital C. Huriez, Centre Hospitalier Régional Universitaire de Lille, Lille, France.
Matthew
M
Scales
Brian A. Walker, Eileen M. Boyle, Christopher P. Wardell, Alex Murison, Dil B. Begum, Nasrin M. Dahir, Paula Z. Proszek, David C. Johnson, Martin F. Kaiser, Lorenzo Melchor, Lauren I. Aronson, Charlotte Pawlyn, Fabio Mirabella, John R. Jones, Annamaria Brioli, Faith E. Davies, and Gareth J. Morgan, The Institute of Cancer Research, London; Matthew Scales, The Institute of Cancer Research, Surrey; David A. Cairns, Walter M. Gregory, and Ana Quartilho, University of Leeds; Gordon Cook, St James's University Hospital, Leeds; Mark T. Drayson, University of Birmingham, Birmingham; Nigel Russell, Nottingham University Hospital, Nottingham; Graham H. Jackson, Newcastle University, Newcastle upon Tyne, United Kingdom; Aneta Mikulasova, Masaryk University, Brno, Czech Republic; and Xavier Leleu, Hôpital C. Huriez, Centre Hospitalier Régional Universitaire de Lille, Lille, France.
Charlotte
C
Pawlyn
Brian A. Walker, Eileen M. Boyle, Christopher P. Wardell, Alex Murison, Dil B. Begum, Nasrin M. Dahir, Paula Z. Proszek, David C. Johnson, Martin F. Kaiser, Lorenzo Melchor, Lauren I. Aronson, Charlotte Pawlyn, Fabio Mirabella, John R. Jones, Annamaria Brioli, Faith E. Davies, and Gareth J. Morgan, The Institute of Cancer Research, London; Matthew Scales, The Institute of Cancer Research, Surrey; David A. Cairns, Walter M. Gregory, and Ana Quartilho, University of Leeds; Gordon Cook, St James's University Hospital, Leeds; Mark T. Drayson, University of Birmingham, Birmingham; Nigel Russell, Nottingham University Hospital, Nottingham; Graham H. Jackson, Newcastle University, Newcastle upon Tyne, United Kingdom; Aneta Mikulasova, Masaryk University, Brno, Czech Republic; and Xavier Leleu, Hôpital C. Huriez, Centre Hospitalier Régional Universitaire de Lille, Lille, France.
Fabio
F
Mirabella
Brian A. Walker, Eileen M. Boyle, Christopher P. Wardell, Alex Murison, Dil B. Begum, Nasrin M. Dahir, Paula Z. Proszek, David C. Johnson, Martin F. Kaiser, Lorenzo Melchor, Lauren I. Aronson, Charlotte Pawlyn, Fabio Mirabella, John R. Jones, Annamaria Brioli, Faith E. Davies, and Gareth J. Morgan, The Institute of Cancer Research, London; Matthew Scales, The Institute of Cancer Research, Surrey; David A. Cairns, Walter M. Gregory, and Ana Quartilho, University of Leeds; Gordon Cook, St James's University Hospital, Leeds; Mark T. Drayson, University of Birmingham, Birmingham; Nigel Russell, Nottingham University Hospital, Nottingham; Graham H. Jackson, Newcastle University, Newcastle upon Tyne, United Kingdom; Aneta Mikulasova, Masaryk University, Brno, Czech Republic; and Xavier Leleu, Hôpital C. Huriez, Centre Hospitalier Régional Universitaire de Lille, Lille, France.
John R
JR
Jones
Brian A. Walker, Eileen M. Boyle, Christopher P. Wardell, Alex Murison, Dil B. Begum, Nasrin M. Dahir, Paula Z. Proszek, David C. Johnson, Martin F. Kaiser, Lorenzo Melchor, Lauren I. Aronson, Charlotte Pawlyn, Fabio Mirabella, John R. Jones, Annamaria Brioli, Faith E. Davies, and Gareth J. Morgan, The Institute of Cancer Research, London; Matthew Scales, The Institute of Cancer Research, Surrey; David A. Cairns, Walter M. Gregory, and Ana Quartilho, University of Leeds; Gordon Cook, St James's University Hospital, Leeds; Mark T. Drayson, University of Birmingham, Birmingham; Nigel Russell, Nottingham University Hospital, Nottingham; Graham H. Jackson, Newcastle University, Newcastle upon Tyne, United Kingdom; Aneta Mikulasova, Masaryk University, Brno, Czech Republic; and Xavier Leleu, Hôpital C. Huriez, Centre Hospitalier Régional Universitaire de Lille, Lille, France.
Annamaria
A
Brioli
Brian A. Walker, Eileen M. Boyle, Christopher P. Wardell, Alex Murison, Dil B. Begum, Nasrin M. Dahir, Paula Z. Proszek, David C. Johnson, Martin F. Kaiser, Lorenzo Melchor, Lauren I. Aronson, Charlotte Pawlyn, Fabio Mirabella, John R. Jones, Annamaria Brioli, Faith E. Davies, and Gareth J. Morgan, The Institute of Cancer Research, London; Matthew Scales, The Institute of Cancer Research, Surrey; David A. Cairns, Walter M. Gregory, and Ana Quartilho, University of Leeds; Gordon Cook, St James's University Hospital, Leeds; Mark T. Drayson, University of Birmingham, Birmingham; Nigel Russell, Nottingham University Hospital, Nottingham; Graham H. Jackson, Newcastle University, Newcastle upon Tyne, United Kingdom; Aneta Mikulasova, Masaryk University, Brno, Czech Republic; and Xavier Leleu, Hôpital C. Huriez, Centre Hospitalier Régional Universitaire de Lille, Lille, France.
Aneta
A
Mikulasova
Brian A. Walker, Eileen M. Boyle, Christopher P. Wardell, Alex Murison, Dil B. Begum, Nasrin M. Dahir, Paula Z. Proszek, David C. Johnson, Martin F. Kaiser, Lorenzo Melchor, Lauren I. Aronson, Charlotte Pawlyn, Fabio Mirabella, John R. Jones, Annamaria Brioli, Faith E. Davies, and Gareth J. Morgan, The Institute of Cancer Research, London; Matthew Scales, The Institute of Cancer Research, Surrey; David A. Cairns, Walter M. Gregory, and Ana Quartilho, University of Leeds; Gordon Cook, St James's University Hospital, Leeds; Mark T. Drayson, University of Birmingham, Birmingham; Nigel Russell, Nottingham University Hospital, Nottingham; Graham H. Jackson, Newcastle University, Newcastle upon Tyne, United Kingdom; Aneta Mikulasova, Masaryk University, Brno, Czech Republic; and Xavier Leleu, Hôpital C. Huriez, Centre Hospitalier Régional Universitaire de Lille, Lille, France.
David A
DA
Cairns
Brian A. Walker, Eileen M. Boyle, Christopher P. Wardell, Alex Murison, Dil B. Begum, Nasrin M. Dahir, Paula Z. Proszek, David C. Johnson, Martin F. Kaiser, Lorenzo Melchor, Lauren I. Aronson, Charlotte Pawlyn, Fabio Mirabella, John R. Jones, Annamaria Brioli, Faith E. Davies, and Gareth J. Morgan, The Institute of Cancer Research, London; Matthew Scales, The Institute of Cancer Research, Surrey; David A. Cairns, Walter M. Gregory, and Ana Quartilho, University of Leeds; Gordon Cook, St James's University Hospital, Leeds; Mark T. Drayson, University of Birmingham, Birmingham; Nigel Russell, Nottingham University Hospital, Nottingham; Graham H. Jackson, Newcastle University, Newcastle upon Tyne, United Kingdom; Aneta Mikulasova, Masaryk University, Brno, Czech Republic; and Xavier Leleu, Hôpital C. Huriez, Centre Hospitalier Régional Universitaire de Lille, Lille, France.
Walter M
WM
Gregory
Brian A. Walker, Eileen M. Boyle, Christopher P. Wardell, Alex Murison, Dil B. Begum, Nasrin M. Dahir, Paula Z. Proszek, David C. Johnson, Martin F. Kaiser, Lorenzo Melchor, Lauren I. Aronson, Charlotte Pawlyn, Fabio Mirabella, John R. Jones, Annamaria Brioli, Faith E. Davies, and Gareth J. Morgan, The Institute of Cancer Research, London; Matthew Scales, The Institute of Cancer Research, Surrey; David A. Cairns, Walter M. Gregory, and Ana Quartilho, University of Leeds; Gordon Cook, St James's University Hospital, Leeds; Mark T. Drayson, University of Birmingham, Birmingham; Nigel Russell, Nottingham University Hospital, Nottingham; Graham H. Jackson, Newcastle University, Newcastle upon Tyne, United Kingdom; Aneta Mikulasova, Masaryk University, Brno, Czech Republic; and Xavier Leleu, Hôpital C. Huriez, Centre Hospitalier Régional Universitaire de Lille, Lille, France.
Ana
A
Quartilho
Brian A. Walker, Eileen M. Boyle, Christopher P. Wardell, Alex Murison, Dil B. Begum, Nasrin M. Dahir, Paula Z. Proszek, David C. Johnson, Martin F. Kaiser, Lorenzo Melchor, Lauren I. Aronson, Charlotte Pawlyn, Fabio Mirabella, John R. Jones, Annamaria Brioli, Faith E. Davies, and Gareth J. Morgan, The Institute of Cancer Research, London; Matthew Scales, The Institute of Cancer Research, Surrey; David A. Cairns, Walter M. Gregory, and Ana Quartilho, University of Leeds; Gordon Cook, St James's University Hospital, Leeds; Mark T. Drayson, University of Birmingham, Birmingham; Nigel Russell, Nottingham University Hospital, Nottingham; Graham H. Jackson, Newcastle University, Newcastle upon Tyne, United Kingdom; Aneta Mikulasova, Masaryk University, Brno, Czech Republic; and Xavier Leleu, Hôpital C. Huriez, Centre Hospitalier Régional Universitaire de Lille, Lille, France.
Mark T
MT
Drayson
Brian A. Walker, Eileen M. Boyle, Christopher P. Wardell, Alex Murison, Dil B. Begum, Nasrin M. Dahir, Paula Z. Proszek, David C. Johnson, Martin F. Kaiser, Lorenzo Melchor, Lauren I. Aronson, Charlotte Pawlyn, Fabio Mirabella, John R. Jones, Annamaria Brioli, Faith E. Davies, and Gareth J. Morgan, The Institute of Cancer Research, London; Matthew Scales, The Institute of Cancer Research, Surrey; David A. Cairns, Walter M. Gregory, and Ana Quartilho, University of Leeds; Gordon Cook, St James's University Hospital, Leeds; Mark T. Drayson, University of Birmingham, Birmingham; Nigel Russell, Nottingham University Hospital, Nottingham; Graham H. Jackson, Newcastle University, Newcastle upon Tyne, United Kingdom; Aneta Mikulasova, Masaryk University, Brno, Czech Republic; and Xavier Leleu, Hôpital C. Huriez, Centre Hospitalier Régional Universitaire de Lille, Lille, France.
Nigel
N
Russell
Brian A. Walker, Eileen M. Boyle, Christopher P. Wardell, Alex Murison, Dil B. Begum, Nasrin M. Dahir, Paula Z. Proszek, David C. Johnson, Martin F. Kaiser, Lorenzo Melchor, Lauren I. Aronson, Charlotte Pawlyn, Fabio Mirabella, John R. Jones, Annamaria Brioli, Faith E. Davies, and Gareth J. Morgan, The Institute of Cancer Research, London; Matthew Scales, The Institute of Cancer Research, Surrey; David A. Cairns, Walter M. Gregory, and Ana Quartilho, University of Leeds; Gordon Cook, St James's University Hospital, Leeds; Mark T. Drayson, University of Birmingham, Birmingham; Nigel Russell, Nottingham University Hospital, Nottingham; Graham H. Jackson, Newcastle University, Newcastle upon Tyne, United Kingdom; Aneta Mikulasova, Masaryk University, Brno, Czech Republic; and Xavier Leleu, Hôpital C. Huriez, Centre Hospitalier Régional Universitaire de Lille, Lille, France.
Gordon
G
Cook
Brian A. Walker, Eileen M. Boyle, Christopher P. Wardell, Alex Murison, Dil B. Begum, Nasrin M. Dahir, Paula Z. Proszek, David C. Johnson, Martin F. Kaiser, Lorenzo Melchor, Lauren I. Aronson, Charlotte Pawlyn, Fabio Mirabella, John R. Jones, Annamaria Brioli, Faith E. Davies, and Gareth J. Morgan, The Institute of Cancer Research, London; Matthew Scales, The Institute of Cancer Research, Surrey; David A. Cairns, Walter M. Gregory, and Ana Quartilho, University of Leeds; Gordon Cook, St James's University Hospital, Leeds; Mark T. Drayson, University of Birmingham, Birmingham; Nigel Russell, Nottingham University Hospital, Nottingham; Graham H. Jackson, Newcastle University, Newcastle upon Tyne, United Kingdom; Aneta Mikulasova, Masaryk University, Brno, Czech Republic; and Xavier Leleu, Hôpital C. Huriez, Centre Hospitalier Régional Universitaire de Lille, Lille, France.
Graham H
GH
Jackson
Brian A. Walker, Eileen M. Boyle, Christopher P. Wardell, Alex Murison, Dil B. Begum, Nasrin M. Dahir, Paula Z. Proszek, David C. Johnson, Martin F. Kaiser, Lorenzo Melchor, Lauren I. Aronson, Charlotte Pawlyn, Fabio Mirabella, John R. Jones, Annamaria Brioli, Faith E. Davies, and Gareth J. Morgan, The Institute of Cancer Research, London; Matthew Scales, The Institute of Cancer Research, Surrey; David A. Cairns, Walter M. Gregory, and Ana Quartilho, University of Leeds; Gordon Cook, St James's University Hospital, Leeds; Mark T. Drayson, University of Birmingham, Birmingham; Nigel Russell, Nottingham University Hospital, Nottingham; Graham H. Jackson, Newcastle University, Newcastle upon Tyne, United Kingdom; Aneta Mikulasova, Masaryk University, Brno, Czech Republic; and Xavier Leleu, Hôpital C. Huriez, Centre Hospitalier Régional Universitaire de Lille, Lille, France.
Xavier
X
Leleu
Brian A. Walker, Eileen M. Boyle, Christopher P. Wardell, Alex Murison, Dil B. Begum, Nasrin M. Dahir, Paula Z. Proszek, David C. Johnson, Martin F. Kaiser, Lorenzo Melchor, Lauren I. Aronson, Charlotte Pawlyn, Fabio Mirabella, John R. Jones, Annamaria Brioli, Faith E. Davies, and Gareth J. Morgan, The Institute of Cancer Research, London; Matthew Scales, The Institute of Cancer Research, Surrey; David A. Cairns, Walter M. Gregory, and Ana Quartilho, University of Leeds; Gordon Cook, St James's University Hospital, Leeds; Mark T. Drayson, University of Birmingham, Birmingham; Nigel Russell, Nottingham University Hospital, Nottingham; Graham H. Jackson, Newcastle University, Newcastle upon Tyne, United Kingdom; Aneta Mikulasova, Masaryk University, Brno, Czech Republic; and Xavier Leleu, Hôpital C. Huriez, Centre Hospitalier Régional Universitaire de Lille, Lille, France.
Faith E
FE
Davies
Brian A. Walker, Eileen M. Boyle, Christopher P. Wardell, Alex Murison, Dil B. Begum, Nasrin M. Dahir, Paula Z. Proszek, David C. Johnson, Martin F. Kaiser, Lorenzo Melchor, Lauren I. Aronson, Charlotte Pawlyn, Fabio Mirabella, John R. Jones, Annamaria Brioli, Faith E. Davies, and Gareth J. Morgan, The Institute of Cancer Research, London; Matthew Scales, The Institute of Cancer Research, Surrey; David A. Cairns, Walter M. Gregory, and Ana Quartilho, University of Leeds; Gordon Cook, St James's University Hospital, Leeds; Mark T. Drayson, University of Birmingham, Birmingham; Nigel Russell, Nottingham University Hospital, Nottingham; Graham H. Jackson, Newcastle University, Newcastle upon Tyne, United Kingdom; Aneta Mikulasova, Masaryk University, Brno, Czech Republic; and Xavier Leleu, Hôpital C. Huriez, Centre Hospitalier Régional Universitaire de Lille, Lille, France. gareth.morgan@icr.ac.uk.
Gareth J
GJ
Morgan
D000328:Adult; D056915:DNA Copy Number Variations / Q000235:genetics*; D004252:DNA Mutational Analysis; D005260:Female; D020022:Genetic Predisposition to Disease / Q000453:epidemiology*; D059014:High-Throughput Nucleotide Sequencing; D006801:Humans; D008297:Male; D008875:Middle Aged; D009101:Multiple Myeloma / Q000235:genetics* / Q000401:mortality* / Q000503:physiopathology; D015999:Multivariate Analysis; D016016:Proportional Hazards Models; D011446:Prospective Studies; D016019:Survival Analysis; D006113:United Kingdom; D055815:Young Adult; D018631:ras Proteins / Q000235:genetics*
D018631:ras Proteins