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Allen WL, Dunne PD, McDade S, Scanlon E, Loughrey M, Coleman HG, McCann C, McLaughlin K, Nemeth Z, Syed NA, Jithesh PV, Arthur K, Wilson R, Coyle VM, McArt D, Murray GI, Samuel L, Nuciforo P, Jimenez J, Argiles G, Dienstmann R, Tabernero J, Picariello L, Messerini L, Nobili S, Mini E, Sheahan K, Ryan E, Johnston PG, Van Schaeybroeck S, Lawler M, Longley DB. Transcriptional subtyping and CD8 immunohistochemistry identifies poor prognosis stage II/III colorectal cancer patients who benefit from adjuvant chemotherapy. JCO Precis Oncol 2018; 2018:PO.17.00241. [PMID: 30088816 PMCID: PMC6040635 DOI: 10.1200/po.17.00241] [Citation(s) in RCA: 41] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2023] Open
Abstract
PURPOSE Transcriptomic profiling of colorectal cancer (CRC) has led to identification of four consensus molecular subtypes (CMS1-4), which have prognostic value in stage II/III disease. More recently, the Colorectal Cancer Intrinsic Subtypes (CRIS) classification system has helped to define the biology specific to the epithelial component of colorectal tumors. However, the clinical value of these classifications in predicting response to standard-of-care adjuvant chemotherapy remains unknown. PATIENTS AND METHODS Using samples from 4 European sites, we assembled a novel stage II/III CRC patient cohort and performed transcriptomic profiling on 156 samples, targeted sequencing and generated a tissue microarray to enable integrated "multi-omics" analyses. We also accessed data from 2 published stage II/III CRC patient cohorts: GSE39582 and GSE14333 (479 and 185 samples respectively). RESULTS The epithelial-rich CMS2 subtype of CRC benefitted significantly from adjuvant chemotherapy treatment in both stage II and III disease (p=0.02 and p<0.0001 respectively), while the CMS3 subtype significantly benefitted in stage III only (p=0.00073). Following CRIS sub-stratification of CMS2, we observed that only the CRIS-C subtype significantly benefitted from adjuvant chemotherapy in stage II and III disease (p=0.0081 and p<0.0001 respectively), while CRIS-D significantly benefitted in stage III only (p=0.0034). We also observed that CRIS-C patients with low levels of CD8+ tumor-infiltrating lymphocytes were most at risk of relapse in both stage II and III disease (p=0.0031). CONCLUSION Patient stratification using a combination of transcriptional subtyping and CD8 immunohistochemistry analyses is capable of identifying poor prognostic stage II/III patients who benefit from adjuvant standard-of-care chemotherapy. These findings are particularly relevant for stage II disease, where the overall benefit of adjuvant chemotherapy is marginal.
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Affiliation(s)
- Wendy L. Allen
- Wendy L. Allen, Philip D. Dunne, Simon McDade, Enya Scanlon, Maurice Loughrey, Helen G. Coleman, Christopher McCann, Kristy McLaughlin, Zsuzsanna Nemeth, Ken Arthur, Richard Wilson, Vicky M. Coyle, Darragh McArt, Patrick G. Johnston, Sandra Van Schaeybroeck, Mark Lawler, and Daniel B. Longley, Queen’s University Belfast, Belfast; Graeme I. Murray and Leslie Samuel, National Health Service Grampian, Aberdeen, United Kingdom; Najeeb Ashraf Syed and Puthen Veettil Jithesh, Sidra Medical and Research Center, Qatar; Paolo Nuciforo, Jose Jimenez, Guillem Argiles, Rodrigo Dienstmann, and Josef Tabernero, University Hospital Vall d’Hebron, Barcelona, Spain; Lucia Picariello, Luca Messerini, Stefania Nobili, and Enrico Mini, University of Florence, Florence, Italy; and Kieran Sheahan and Elizabeth Ryan, University College Dublin, Dublin, Ireland
| | - Philip D. Dunne
- Wendy L. Allen, Philip D. Dunne, Simon McDade, Enya Scanlon, Maurice Loughrey, Helen G. Coleman, Christopher McCann, Kristy McLaughlin, Zsuzsanna Nemeth, Ken Arthur, Richard Wilson, Vicky M. Coyle, Darragh McArt, Patrick G. Johnston, Sandra Van Schaeybroeck, Mark Lawler, and Daniel B. Longley, Queen’s University Belfast, Belfast; Graeme I. Murray and Leslie Samuel, National Health Service Grampian, Aberdeen, United Kingdom; Najeeb Ashraf Syed and Puthen Veettil Jithesh, Sidra Medical and Research Center, Qatar; Paolo Nuciforo, Jose Jimenez, Guillem Argiles, Rodrigo Dienstmann, and Josef Tabernero, University Hospital Vall d’Hebron, Barcelona, Spain; Lucia Picariello, Luca Messerini, Stefania Nobili, and Enrico Mini, University of Florence, Florence, Italy; and Kieran Sheahan and Elizabeth Ryan, University College Dublin, Dublin, Ireland
| | - Simon McDade
- Wendy L. Allen, Philip D. Dunne, Simon McDade, Enya Scanlon, Maurice Loughrey, Helen G. Coleman, Christopher McCann, Kristy McLaughlin, Zsuzsanna Nemeth, Ken Arthur, Richard Wilson, Vicky M. Coyle, Darragh McArt, Patrick G. Johnston, Sandra Van Schaeybroeck, Mark Lawler, and Daniel B. Longley, Queen’s University Belfast, Belfast; Graeme I. Murray and Leslie Samuel, National Health Service Grampian, Aberdeen, United Kingdom; Najeeb Ashraf Syed and Puthen Veettil Jithesh, Sidra Medical and Research Center, Qatar; Paolo Nuciforo, Jose Jimenez, Guillem Argiles, Rodrigo Dienstmann, and Josef Tabernero, University Hospital Vall d’Hebron, Barcelona, Spain; Lucia Picariello, Luca Messerini, Stefania Nobili, and Enrico Mini, University of Florence, Florence, Italy; and Kieran Sheahan and Elizabeth Ryan, University College Dublin, Dublin, Ireland
| | - Enya Scanlon
- Wendy L. Allen, Philip D. Dunne, Simon McDade, Enya Scanlon, Maurice Loughrey, Helen G. Coleman, Christopher McCann, Kristy McLaughlin, Zsuzsanna Nemeth, Ken Arthur, Richard Wilson, Vicky M. Coyle, Darragh McArt, Patrick G. Johnston, Sandra Van Schaeybroeck, Mark Lawler, and Daniel B. Longley, Queen’s University Belfast, Belfast; Graeme I. Murray and Leslie Samuel, National Health Service Grampian, Aberdeen, United Kingdom; Najeeb Ashraf Syed and Puthen Veettil Jithesh, Sidra Medical and Research Center, Qatar; Paolo Nuciforo, Jose Jimenez, Guillem Argiles, Rodrigo Dienstmann, and Josef Tabernero, University Hospital Vall d’Hebron, Barcelona, Spain; Lucia Picariello, Luca Messerini, Stefania Nobili, and Enrico Mini, University of Florence, Florence, Italy; and Kieran Sheahan and Elizabeth Ryan, University College Dublin, Dublin, Ireland
| | - Maurice Loughrey
- Wendy L. Allen, Philip D. Dunne, Simon McDade, Enya Scanlon, Maurice Loughrey, Helen G. Coleman, Christopher McCann, Kristy McLaughlin, Zsuzsanna Nemeth, Ken Arthur, Richard Wilson, Vicky M. Coyle, Darragh McArt, Patrick G. Johnston, Sandra Van Schaeybroeck, Mark Lawler, and Daniel B. Longley, Queen’s University Belfast, Belfast; Graeme I. Murray and Leslie Samuel, National Health Service Grampian, Aberdeen, United Kingdom; Najeeb Ashraf Syed and Puthen Veettil Jithesh, Sidra Medical and Research Center, Qatar; Paolo Nuciforo, Jose Jimenez, Guillem Argiles, Rodrigo Dienstmann, and Josef Tabernero, University Hospital Vall d’Hebron, Barcelona, Spain; Lucia Picariello, Luca Messerini, Stefania Nobili, and Enrico Mini, University of Florence, Florence, Italy; and Kieran Sheahan and Elizabeth Ryan, University College Dublin, Dublin, Ireland
| | - Helen G. Coleman
- Wendy L. Allen, Philip D. Dunne, Simon McDade, Enya Scanlon, Maurice Loughrey, Helen G. Coleman, Christopher McCann, Kristy McLaughlin, Zsuzsanna Nemeth, Ken Arthur, Richard Wilson, Vicky M. Coyle, Darragh McArt, Patrick G. Johnston, Sandra Van Schaeybroeck, Mark Lawler, and Daniel B. Longley, Queen’s University Belfast, Belfast; Graeme I. Murray and Leslie Samuel, National Health Service Grampian, Aberdeen, United Kingdom; Najeeb Ashraf Syed and Puthen Veettil Jithesh, Sidra Medical and Research Center, Qatar; Paolo Nuciforo, Jose Jimenez, Guillem Argiles, Rodrigo Dienstmann, and Josef Tabernero, University Hospital Vall d’Hebron, Barcelona, Spain; Lucia Picariello, Luca Messerini, Stefania Nobili, and Enrico Mini, University of Florence, Florence, Italy; and Kieran Sheahan and Elizabeth Ryan, University College Dublin, Dublin, Ireland
| | - Christopher McCann
- Wendy L. Allen, Philip D. Dunne, Simon McDade, Enya Scanlon, Maurice Loughrey, Helen G. Coleman, Christopher McCann, Kristy McLaughlin, Zsuzsanna Nemeth, Ken Arthur, Richard Wilson, Vicky M. Coyle, Darragh McArt, Patrick G. Johnston, Sandra Van Schaeybroeck, Mark Lawler, and Daniel B. Longley, Queen’s University Belfast, Belfast; Graeme I. Murray and Leslie Samuel, National Health Service Grampian, Aberdeen, United Kingdom; Najeeb Ashraf Syed and Puthen Veettil Jithesh, Sidra Medical and Research Center, Qatar; Paolo Nuciforo, Jose Jimenez, Guillem Argiles, Rodrigo Dienstmann, and Josef Tabernero, University Hospital Vall d’Hebron, Barcelona, Spain; Lucia Picariello, Luca Messerini, Stefania Nobili, and Enrico Mini, University of Florence, Florence, Italy; and Kieran Sheahan and Elizabeth Ryan, University College Dublin, Dublin, Ireland
| | - Kristy McLaughlin
- Wendy L. Allen, Philip D. Dunne, Simon McDade, Enya Scanlon, Maurice Loughrey, Helen G. Coleman, Christopher McCann, Kristy McLaughlin, Zsuzsanna Nemeth, Ken Arthur, Richard Wilson, Vicky M. Coyle, Darragh McArt, Patrick G. Johnston, Sandra Van Schaeybroeck, Mark Lawler, and Daniel B. Longley, Queen’s University Belfast, Belfast; Graeme I. Murray and Leslie Samuel, National Health Service Grampian, Aberdeen, United Kingdom; Najeeb Ashraf Syed and Puthen Veettil Jithesh, Sidra Medical and Research Center, Qatar; Paolo Nuciforo, Jose Jimenez, Guillem Argiles, Rodrigo Dienstmann, and Josef Tabernero, University Hospital Vall d’Hebron, Barcelona, Spain; Lucia Picariello, Luca Messerini, Stefania Nobili, and Enrico Mini, University of Florence, Florence, Italy; and Kieran Sheahan and Elizabeth Ryan, University College Dublin, Dublin, Ireland
| | - Zsuzsanna Nemeth
- Wendy L. Allen, Philip D. Dunne, Simon McDade, Enya Scanlon, Maurice Loughrey, Helen G. Coleman, Christopher McCann, Kristy McLaughlin, Zsuzsanna Nemeth, Ken Arthur, Richard Wilson, Vicky M. Coyle, Darragh McArt, Patrick G. Johnston, Sandra Van Schaeybroeck, Mark Lawler, and Daniel B. Longley, Queen’s University Belfast, Belfast; Graeme I. Murray and Leslie Samuel, National Health Service Grampian, Aberdeen, United Kingdom; Najeeb Ashraf Syed and Puthen Veettil Jithesh, Sidra Medical and Research Center, Qatar; Paolo Nuciforo, Jose Jimenez, Guillem Argiles, Rodrigo Dienstmann, and Josef Tabernero, University Hospital Vall d’Hebron, Barcelona, Spain; Lucia Picariello, Luca Messerini, Stefania Nobili, and Enrico Mini, University of Florence, Florence, Italy; and Kieran Sheahan and Elizabeth Ryan, University College Dublin, Dublin, Ireland
| | - Najeeb Ashraf Syed
- Wendy L. Allen, Philip D. Dunne, Simon McDade, Enya Scanlon, Maurice Loughrey, Helen G. Coleman, Christopher McCann, Kristy McLaughlin, Zsuzsanna Nemeth, Ken Arthur, Richard Wilson, Vicky M. Coyle, Darragh McArt, Patrick G. Johnston, Sandra Van Schaeybroeck, Mark Lawler, and Daniel B. Longley, Queen’s University Belfast, Belfast; Graeme I. Murray and Leslie Samuel, National Health Service Grampian, Aberdeen, United Kingdom; Najeeb Ashraf Syed and Puthen Veettil Jithesh, Sidra Medical and Research Center, Qatar; Paolo Nuciforo, Jose Jimenez, Guillem Argiles, Rodrigo Dienstmann, and Josef Tabernero, University Hospital Vall d’Hebron, Barcelona, Spain; Lucia Picariello, Luca Messerini, Stefania Nobili, and Enrico Mini, University of Florence, Florence, Italy; and Kieran Sheahan and Elizabeth Ryan, University College Dublin, Dublin, Ireland
| | - Puthen Veettil Jithesh
- Wendy L. Allen, Philip D. Dunne, Simon McDade, Enya Scanlon, Maurice Loughrey, Helen G. Coleman, Christopher McCann, Kristy McLaughlin, Zsuzsanna Nemeth, Ken Arthur, Richard Wilson, Vicky M. Coyle, Darragh McArt, Patrick G. Johnston, Sandra Van Schaeybroeck, Mark Lawler, and Daniel B. Longley, Queen’s University Belfast, Belfast; Graeme I. Murray and Leslie Samuel, National Health Service Grampian, Aberdeen, United Kingdom; Najeeb Ashraf Syed and Puthen Veettil Jithesh, Sidra Medical and Research Center, Qatar; Paolo Nuciforo, Jose Jimenez, Guillem Argiles, Rodrigo Dienstmann, and Josef Tabernero, University Hospital Vall d’Hebron, Barcelona, Spain; Lucia Picariello, Luca Messerini, Stefania Nobili, and Enrico Mini, University of Florence, Florence, Italy; and Kieran Sheahan and Elizabeth Ryan, University College Dublin, Dublin, Ireland
| | - Ken Arthur
- Wendy L. Allen, Philip D. Dunne, Simon McDade, Enya Scanlon, Maurice Loughrey, Helen G. Coleman, Christopher McCann, Kristy McLaughlin, Zsuzsanna Nemeth, Ken Arthur, Richard Wilson, Vicky M. Coyle, Darragh McArt, Patrick G. Johnston, Sandra Van Schaeybroeck, Mark Lawler, and Daniel B. Longley, Queen’s University Belfast, Belfast; Graeme I. Murray and Leslie Samuel, National Health Service Grampian, Aberdeen, United Kingdom; Najeeb Ashraf Syed and Puthen Veettil Jithesh, Sidra Medical and Research Center, Qatar; Paolo Nuciforo, Jose Jimenez, Guillem Argiles, Rodrigo Dienstmann, and Josef Tabernero, University Hospital Vall d’Hebron, Barcelona, Spain; Lucia Picariello, Luca Messerini, Stefania Nobili, and Enrico Mini, University of Florence, Florence, Italy; and Kieran Sheahan and Elizabeth Ryan, University College Dublin, Dublin, Ireland
| | - Richard Wilson
- Wendy L. Allen, Philip D. Dunne, Simon McDade, Enya Scanlon, Maurice Loughrey, Helen G. Coleman, Christopher McCann, Kristy McLaughlin, Zsuzsanna Nemeth, Ken Arthur, Richard Wilson, Vicky M. Coyle, Darragh McArt, Patrick G. Johnston, Sandra Van Schaeybroeck, Mark Lawler, and Daniel B. Longley, Queen’s University Belfast, Belfast; Graeme I. Murray and Leslie Samuel, National Health Service Grampian, Aberdeen, United Kingdom; Najeeb Ashraf Syed and Puthen Veettil Jithesh, Sidra Medical and Research Center, Qatar; Paolo Nuciforo, Jose Jimenez, Guillem Argiles, Rodrigo Dienstmann, and Josef Tabernero, University Hospital Vall d’Hebron, Barcelona, Spain; Lucia Picariello, Luca Messerini, Stefania Nobili, and Enrico Mini, University of Florence, Florence, Italy; and Kieran Sheahan and Elizabeth Ryan, University College Dublin, Dublin, Ireland
| | - Vicky M. Coyle
- Wendy L. Allen, Philip D. Dunne, Simon McDade, Enya Scanlon, Maurice Loughrey, Helen G. Coleman, Christopher McCann, Kristy McLaughlin, Zsuzsanna Nemeth, Ken Arthur, Richard Wilson, Vicky M. Coyle, Darragh McArt, Patrick G. Johnston, Sandra Van Schaeybroeck, Mark Lawler, and Daniel B. Longley, Queen’s University Belfast, Belfast; Graeme I. Murray and Leslie Samuel, National Health Service Grampian, Aberdeen, United Kingdom; Najeeb Ashraf Syed and Puthen Veettil Jithesh, Sidra Medical and Research Center, Qatar; Paolo Nuciforo, Jose Jimenez, Guillem Argiles, Rodrigo Dienstmann, and Josef Tabernero, University Hospital Vall d’Hebron, Barcelona, Spain; Lucia Picariello, Luca Messerini, Stefania Nobili, and Enrico Mini, University of Florence, Florence, Italy; and Kieran Sheahan and Elizabeth Ryan, University College Dublin, Dublin, Ireland
| | - Darragh McArt
- Wendy L. Allen, Philip D. Dunne, Simon McDade, Enya Scanlon, Maurice Loughrey, Helen G. Coleman, Christopher McCann, Kristy McLaughlin, Zsuzsanna Nemeth, Ken Arthur, Richard Wilson, Vicky M. Coyle, Darragh McArt, Patrick G. Johnston, Sandra Van Schaeybroeck, Mark Lawler, and Daniel B. Longley, Queen’s University Belfast, Belfast; Graeme I. Murray and Leslie Samuel, National Health Service Grampian, Aberdeen, United Kingdom; Najeeb Ashraf Syed and Puthen Veettil Jithesh, Sidra Medical and Research Center, Qatar; Paolo Nuciforo, Jose Jimenez, Guillem Argiles, Rodrigo Dienstmann, and Josef Tabernero, University Hospital Vall d’Hebron, Barcelona, Spain; Lucia Picariello, Luca Messerini, Stefania Nobili, and Enrico Mini, University of Florence, Florence, Italy; and Kieran Sheahan and Elizabeth Ryan, University College Dublin, Dublin, Ireland
| | - Graeme I. Murray
- Wendy L. Allen, Philip D. Dunne, Simon McDade, Enya Scanlon, Maurice Loughrey, Helen G. Coleman, Christopher McCann, Kristy McLaughlin, Zsuzsanna Nemeth, Ken Arthur, Richard Wilson, Vicky M. Coyle, Darragh McArt, Patrick G. Johnston, Sandra Van Schaeybroeck, Mark Lawler, and Daniel B. Longley, Queen’s University Belfast, Belfast; Graeme I. Murray and Leslie Samuel, National Health Service Grampian, Aberdeen, United Kingdom; Najeeb Ashraf Syed and Puthen Veettil Jithesh, Sidra Medical and Research Center, Qatar; Paolo Nuciforo, Jose Jimenez, Guillem Argiles, Rodrigo Dienstmann, and Josef Tabernero, University Hospital Vall d’Hebron, Barcelona, Spain; Lucia Picariello, Luca Messerini, Stefania Nobili, and Enrico Mini, University of Florence, Florence, Italy; and Kieran Sheahan and Elizabeth Ryan, University College Dublin, Dublin, Ireland
| | - Leslie Samuel
- Wendy L. Allen, Philip D. Dunne, Simon McDade, Enya Scanlon, Maurice Loughrey, Helen G. Coleman, Christopher McCann, Kristy McLaughlin, Zsuzsanna Nemeth, Ken Arthur, Richard Wilson, Vicky M. Coyle, Darragh McArt, Patrick G. Johnston, Sandra Van Schaeybroeck, Mark Lawler, and Daniel B. Longley, Queen’s University Belfast, Belfast; Graeme I. Murray and Leslie Samuel, National Health Service Grampian, Aberdeen, United Kingdom; Najeeb Ashraf Syed and Puthen Veettil Jithesh, Sidra Medical and Research Center, Qatar; Paolo Nuciforo, Jose Jimenez, Guillem Argiles, Rodrigo Dienstmann, and Josef Tabernero, University Hospital Vall d’Hebron, Barcelona, Spain; Lucia Picariello, Luca Messerini, Stefania Nobili, and Enrico Mini, University of Florence, Florence, Italy; and Kieran Sheahan and Elizabeth Ryan, University College Dublin, Dublin, Ireland
| | - Paolo Nuciforo
- Wendy L. Allen, Philip D. Dunne, Simon McDade, Enya Scanlon, Maurice Loughrey, Helen G. Coleman, Christopher McCann, Kristy McLaughlin, Zsuzsanna Nemeth, Ken Arthur, Richard Wilson, Vicky M. Coyle, Darragh McArt, Patrick G. Johnston, Sandra Van Schaeybroeck, Mark Lawler, and Daniel B. Longley, Queen’s University Belfast, Belfast; Graeme I. Murray and Leslie Samuel, National Health Service Grampian, Aberdeen, United Kingdom; Najeeb Ashraf Syed and Puthen Veettil Jithesh, Sidra Medical and Research Center, Qatar; Paolo Nuciforo, Jose Jimenez, Guillem Argiles, Rodrigo Dienstmann, and Josef Tabernero, University Hospital Vall d’Hebron, Barcelona, Spain; Lucia Picariello, Luca Messerini, Stefania Nobili, and Enrico Mini, University of Florence, Florence, Italy; and Kieran Sheahan and Elizabeth Ryan, University College Dublin, Dublin, Ireland
| | - Jose Jimenez
- Wendy L. Allen, Philip D. Dunne, Simon McDade, Enya Scanlon, Maurice Loughrey, Helen G. Coleman, Christopher McCann, Kristy McLaughlin, Zsuzsanna Nemeth, Ken Arthur, Richard Wilson, Vicky M. Coyle, Darragh McArt, Patrick G. Johnston, Sandra Van Schaeybroeck, Mark Lawler, and Daniel B. Longley, Queen’s University Belfast, Belfast; Graeme I. Murray and Leslie Samuel, National Health Service Grampian, Aberdeen, United Kingdom; Najeeb Ashraf Syed and Puthen Veettil Jithesh, Sidra Medical and Research Center, Qatar; Paolo Nuciforo, Jose Jimenez, Guillem Argiles, Rodrigo Dienstmann, and Josef Tabernero, University Hospital Vall d’Hebron, Barcelona, Spain; Lucia Picariello, Luca Messerini, Stefania Nobili, and Enrico Mini, University of Florence, Florence, Italy; and Kieran Sheahan and Elizabeth Ryan, University College Dublin, Dublin, Ireland
| | - Guillem Argiles
- Wendy L. Allen, Philip D. Dunne, Simon McDade, Enya Scanlon, Maurice Loughrey, Helen G. Coleman, Christopher McCann, Kristy McLaughlin, Zsuzsanna Nemeth, Ken Arthur, Richard Wilson, Vicky M. Coyle, Darragh McArt, Patrick G. Johnston, Sandra Van Schaeybroeck, Mark Lawler, and Daniel B. Longley, Queen’s University Belfast, Belfast; Graeme I. Murray and Leslie Samuel, National Health Service Grampian, Aberdeen, United Kingdom; Najeeb Ashraf Syed and Puthen Veettil Jithesh, Sidra Medical and Research Center, Qatar; Paolo Nuciforo, Jose Jimenez, Guillem Argiles, Rodrigo Dienstmann, and Josef Tabernero, University Hospital Vall d’Hebron, Barcelona, Spain; Lucia Picariello, Luca Messerini, Stefania Nobili, and Enrico Mini, University of Florence, Florence, Italy; and Kieran Sheahan and Elizabeth Ryan, University College Dublin, Dublin, Ireland
| | - Rodrigo Dienstmann
- Wendy L. Allen, Philip D. Dunne, Simon McDade, Enya Scanlon, Maurice Loughrey, Helen G. Coleman, Christopher McCann, Kristy McLaughlin, Zsuzsanna Nemeth, Ken Arthur, Richard Wilson, Vicky M. Coyle, Darragh McArt, Patrick G. Johnston, Sandra Van Schaeybroeck, Mark Lawler, and Daniel B. Longley, Queen’s University Belfast, Belfast; Graeme I. Murray and Leslie Samuel, National Health Service Grampian, Aberdeen, United Kingdom; Najeeb Ashraf Syed and Puthen Veettil Jithesh, Sidra Medical and Research Center, Qatar; Paolo Nuciforo, Jose Jimenez, Guillem Argiles, Rodrigo Dienstmann, and Josef Tabernero, University Hospital Vall d’Hebron, Barcelona, Spain; Lucia Picariello, Luca Messerini, Stefania Nobili, and Enrico Mini, University of Florence, Florence, Italy; and Kieran Sheahan and Elizabeth Ryan, University College Dublin, Dublin, Ireland
| | - Josef Tabernero
- Wendy L. Allen, Philip D. Dunne, Simon McDade, Enya Scanlon, Maurice Loughrey, Helen G. Coleman, Christopher McCann, Kristy McLaughlin, Zsuzsanna Nemeth, Ken Arthur, Richard Wilson, Vicky M. Coyle, Darragh McArt, Patrick G. Johnston, Sandra Van Schaeybroeck, Mark Lawler, and Daniel B. Longley, Queen’s University Belfast, Belfast; Graeme I. Murray and Leslie Samuel, National Health Service Grampian, Aberdeen, United Kingdom; Najeeb Ashraf Syed and Puthen Veettil Jithesh, Sidra Medical and Research Center, Qatar; Paolo Nuciforo, Jose Jimenez, Guillem Argiles, Rodrigo Dienstmann, and Josef Tabernero, University Hospital Vall d’Hebron, Barcelona, Spain; Lucia Picariello, Luca Messerini, Stefania Nobili, and Enrico Mini, University of Florence, Florence, Italy; and Kieran Sheahan and Elizabeth Ryan, University College Dublin, Dublin, Ireland
| | - Lucia Picariello
- Wendy L. Allen, Philip D. Dunne, Simon McDade, Enya Scanlon, Maurice Loughrey, Helen G. Coleman, Christopher McCann, Kristy McLaughlin, Zsuzsanna Nemeth, Ken Arthur, Richard Wilson, Vicky M. Coyle, Darragh McArt, Patrick G. Johnston, Sandra Van Schaeybroeck, Mark Lawler, and Daniel B. Longley, Queen’s University Belfast, Belfast; Graeme I. Murray and Leslie Samuel, National Health Service Grampian, Aberdeen, United Kingdom; Najeeb Ashraf Syed and Puthen Veettil Jithesh, Sidra Medical and Research Center, Qatar; Paolo Nuciforo, Jose Jimenez, Guillem Argiles, Rodrigo Dienstmann, and Josef Tabernero, University Hospital Vall d’Hebron, Barcelona, Spain; Lucia Picariello, Luca Messerini, Stefania Nobili, and Enrico Mini, University of Florence, Florence, Italy; and Kieran Sheahan and Elizabeth Ryan, University College Dublin, Dublin, Ireland
| | - Luca Messerini
- Wendy L. Allen, Philip D. Dunne, Simon McDade, Enya Scanlon, Maurice Loughrey, Helen G. Coleman, Christopher McCann, Kristy McLaughlin, Zsuzsanna Nemeth, Ken Arthur, Richard Wilson, Vicky M. Coyle, Darragh McArt, Patrick G. Johnston, Sandra Van Schaeybroeck, Mark Lawler, and Daniel B. Longley, Queen’s University Belfast, Belfast; Graeme I. Murray and Leslie Samuel, National Health Service Grampian, Aberdeen, United Kingdom; Najeeb Ashraf Syed and Puthen Veettil Jithesh, Sidra Medical and Research Center, Qatar; Paolo Nuciforo, Jose Jimenez, Guillem Argiles, Rodrigo Dienstmann, and Josef Tabernero, University Hospital Vall d’Hebron, Barcelona, Spain; Lucia Picariello, Luca Messerini, Stefania Nobili, and Enrico Mini, University of Florence, Florence, Italy; and Kieran Sheahan and Elizabeth Ryan, University College Dublin, Dublin, Ireland
| | - Stefania Nobili
- Wendy L. Allen, Philip D. Dunne, Simon McDade, Enya Scanlon, Maurice Loughrey, Helen G. Coleman, Christopher McCann, Kristy McLaughlin, Zsuzsanna Nemeth, Ken Arthur, Richard Wilson, Vicky M. Coyle, Darragh McArt, Patrick G. Johnston, Sandra Van Schaeybroeck, Mark Lawler, and Daniel B. Longley, Queen’s University Belfast, Belfast; Graeme I. Murray and Leslie Samuel, National Health Service Grampian, Aberdeen, United Kingdom; Najeeb Ashraf Syed and Puthen Veettil Jithesh, Sidra Medical and Research Center, Qatar; Paolo Nuciforo, Jose Jimenez, Guillem Argiles, Rodrigo Dienstmann, and Josef Tabernero, University Hospital Vall d’Hebron, Barcelona, Spain; Lucia Picariello, Luca Messerini, Stefania Nobili, and Enrico Mini, University of Florence, Florence, Italy; and Kieran Sheahan and Elizabeth Ryan, University College Dublin, Dublin, Ireland
| | - Enrico Mini
- Wendy L. Allen, Philip D. Dunne, Simon McDade, Enya Scanlon, Maurice Loughrey, Helen G. Coleman, Christopher McCann, Kristy McLaughlin, Zsuzsanna Nemeth, Ken Arthur, Richard Wilson, Vicky M. Coyle, Darragh McArt, Patrick G. Johnston, Sandra Van Schaeybroeck, Mark Lawler, and Daniel B. Longley, Queen’s University Belfast, Belfast; Graeme I. Murray and Leslie Samuel, National Health Service Grampian, Aberdeen, United Kingdom; Najeeb Ashraf Syed and Puthen Veettil Jithesh, Sidra Medical and Research Center, Qatar; Paolo Nuciforo, Jose Jimenez, Guillem Argiles, Rodrigo Dienstmann, and Josef Tabernero, University Hospital Vall d’Hebron, Barcelona, Spain; Lucia Picariello, Luca Messerini, Stefania Nobili, and Enrico Mini, University of Florence, Florence, Italy; and Kieran Sheahan and Elizabeth Ryan, University College Dublin, Dublin, Ireland
| | - Kieran Sheahan
- Wendy L. Allen, Philip D. Dunne, Simon McDade, Enya Scanlon, Maurice Loughrey, Helen G. Coleman, Christopher McCann, Kristy McLaughlin, Zsuzsanna Nemeth, Ken Arthur, Richard Wilson, Vicky M. Coyle, Darragh McArt, Patrick G. Johnston, Sandra Van Schaeybroeck, Mark Lawler, and Daniel B. Longley, Queen’s University Belfast, Belfast; Graeme I. Murray and Leslie Samuel, National Health Service Grampian, Aberdeen, United Kingdom; Najeeb Ashraf Syed and Puthen Veettil Jithesh, Sidra Medical and Research Center, Qatar; Paolo Nuciforo, Jose Jimenez, Guillem Argiles, Rodrigo Dienstmann, and Josef Tabernero, University Hospital Vall d’Hebron, Barcelona, Spain; Lucia Picariello, Luca Messerini, Stefania Nobili, and Enrico Mini, University of Florence, Florence, Italy; and Kieran Sheahan and Elizabeth Ryan, University College Dublin, Dublin, Ireland
| | - Elizabeth Ryan
- Wendy L. Allen, Philip D. Dunne, Simon McDade, Enya Scanlon, Maurice Loughrey, Helen G. Coleman, Christopher McCann, Kristy McLaughlin, Zsuzsanna Nemeth, Ken Arthur, Richard Wilson, Vicky M. Coyle, Darragh McArt, Patrick G. Johnston, Sandra Van Schaeybroeck, Mark Lawler, and Daniel B. Longley, Queen’s University Belfast, Belfast; Graeme I. Murray and Leslie Samuel, National Health Service Grampian, Aberdeen, United Kingdom; Najeeb Ashraf Syed and Puthen Veettil Jithesh, Sidra Medical and Research Center, Qatar; Paolo Nuciforo, Jose Jimenez, Guillem Argiles, Rodrigo Dienstmann, and Josef Tabernero, University Hospital Vall d’Hebron, Barcelona, Spain; Lucia Picariello, Luca Messerini, Stefania Nobili, and Enrico Mini, University of Florence, Florence, Italy; and Kieran Sheahan and Elizabeth Ryan, University College Dublin, Dublin, Ireland
| | - Patrick G. Johnston
- Wendy L. Allen, Philip D. Dunne, Simon McDade, Enya Scanlon, Maurice Loughrey, Helen G. Coleman, Christopher McCann, Kristy McLaughlin, Zsuzsanna Nemeth, Ken Arthur, Richard Wilson, Vicky M. Coyle, Darragh McArt, Patrick G. Johnston, Sandra Van Schaeybroeck, Mark Lawler, and Daniel B. Longley, Queen’s University Belfast, Belfast; Graeme I. Murray and Leslie Samuel, National Health Service Grampian, Aberdeen, United Kingdom; Najeeb Ashraf Syed and Puthen Veettil Jithesh, Sidra Medical and Research Center, Qatar; Paolo Nuciforo, Jose Jimenez, Guillem Argiles, Rodrigo Dienstmann, and Josef Tabernero, University Hospital Vall d’Hebron, Barcelona, Spain; Lucia Picariello, Luca Messerini, Stefania Nobili, and Enrico Mini, University of Florence, Florence, Italy; and Kieran Sheahan and Elizabeth Ryan, University College Dublin, Dublin, Ireland
| | - Sandra Van Schaeybroeck
- Wendy L. Allen, Philip D. Dunne, Simon McDade, Enya Scanlon, Maurice Loughrey, Helen G. Coleman, Christopher McCann, Kristy McLaughlin, Zsuzsanna Nemeth, Ken Arthur, Richard Wilson, Vicky M. Coyle, Darragh McArt, Patrick G. Johnston, Sandra Van Schaeybroeck, Mark Lawler, and Daniel B. Longley, Queen’s University Belfast, Belfast; Graeme I. Murray and Leslie Samuel, National Health Service Grampian, Aberdeen, United Kingdom; Najeeb Ashraf Syed and Puthen Veettil Jithesh, Sidra Medical and Research Center, Qatar; Paolo Nuciforo, Jose Jimenez, Guillem Argiles, Rodrigo Dienstmann, and Josef Tabernero, University Hospital Vall d’Hebron, Barcelona, Spain; Lucia Picariello, Luca Messerini, Stefania Nobili, and Enrico Mini, University of Florence, Florence, Italy; and Kieran Sheahan and Elizabeth Ryan, University College Dublin, Dublin, Ireland
| | - Mark Lawler
- Wendy L. Allen, Philip D. Dunne, Simon McDade, Enya Scanlon, Maurice Loughrey, Helen G. Coleman, Christopher McCann, Kristy McLaughlin, Zsuzsanna Nemeth, Ken Arthur, Richard Wilson, Vicky M. Coyle, Darragh McArt, Patrick G. Johnston, Sandra Van Schaeybroeck, Mark Lawler, and Daniel B. Longley, Queen’s University Belfast, Belfast; Graeme I. Murray and Leslie Samuel, National Health Service Grampian, Aberdeen, United Kingdom; Najeeb Ashraf Syed and Puthen Veettil Jithesh, Sidra Medical and Research Center, Qatar; Paolo Nuciforo, Jose Jimenez, Guillem Argiles, Rodrigo Dienstmann, and Josef Tabernero, University Hospital Vall d’Hebron, Barcelona, Spain; Lucia Picariello, Luca Messerini, Stefania Nobili, and Enrico Mini, University of Florence, Florence, Italy; and Kieran Sheahan and Elizabeth Ryan, University College Dublin, Dublin, Ireland
| | - Daniel B. Longley
- Wendy L. Allen, Philip D. Dunne, Simon McDade, Enya Scanlon, Maurice Loughrey, Helen G. Coleman, Christopher McCann, Kristy McLaughlin, Zsuzsanna Nemeth, Ken Arthur, Richard Wilson, Vicky M. Coyle, Darragh McArt, Patrick G. Johnston, Sandra Van Schaeybroeck, Mark Lawler, and Daniel B. Longley, Queen’s University Belfast, Belfast; Graeme I. Murray and Leslie Samuel, National Health Service Grampian, Aberdeen, United Kingdom; Najeeb Ashraf Syed and Puthen Veettil Jithesh, Sidra Medical and Research Center, Qatar; Paolo Nuciforo, Jose Jimenez, Guillem Argiles, Rodrigo Dienstmann, and Josef Tabernero, University Hospital Vall d’Hebron, Barcelona, Spain; Lucia Picariello, Luca Messerini, Stefania Nobili, and Enrico Mini, University of Florence, Florence, Italy; and Kieran Sheahan and Elizabeth Ryan, University College Dublin, Dublin, Ireland
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