The evolution of lung cancer and impact of subclonal selection in TRACERx

  • Alexander M. Frankell
  • , Michelle Dietzen
  • , Maise Al Bakir
  • , Emilia L. Lim
  • , Takahiro Karasaki
  • , Sophia Ward
  • , Selvaraju Veeriah
  • , Emma Colliver
  • , Ariana Huebner
  • , Abigail Bunkum
  • , Mark S. Hill
  • , Kristiana Grigoriadis
  • , David A. Moore
  • , James R.M. Black
  • , Wing Kin Liu
  • , Kerstin Thol
  • , Oriol Pich
  • , Thomas B.K. Watkins
  • , Cristina Naceur-Lombardelli
  • , Daniel E. Cook
  • Roberto Salgado, Gareth A. Wilson, Chris Bailey, Mihaela Angelova, Robert Bentham, Carlos Martínez-Ruiz, Christopher Abbosh, Andrew G. Nicholson, John Le Quesne, Dhruva Biswas, Rachel Rosenthal, Clare Puttick, Sonya Hessey, Claudia Lee, Paulina Prymas, Antonia Toncheva, Jon Smith, Wei Xing, Jerome Nicod, Gillian Price, Keith M. Kerr, Babu Naidu, Gary Middleton, Kevin G. Blyth, Dean A. Fennell, Martin D. Forster, Siow Ming Lee, Mary Falzon, Madeleine Hewish, Michael J. Shackcloth, Eric Lim, Sarah Benafif, Peter Russell, Ekaterini Boleti, Matthew G. Krebs, Jason F. Lester, Dionysis Papadatos-Pastos, Tanya Ahmad, Ricky M. Thakrar, David Lawrence, Neal Navani, Sam M. Janes, Caroline Dive, Fiona H. Blackhall, Yvonne Summers, Judith Cave, Teresa Marafioti, Javier Herrero, Sergio A. Quezada, Karl S. Peggs, Roland F. Schwarz, Peter Van Loo, Daniël M. Miedema, Nicolai J. Birkbak, Crispin T. Hiley, Allan Hackshaw, Simone Zaccaria, John Le Quesne, Amrita Bajaj, Apostolos Nakas, Azmina Sodha-Ramdeen, Keng Ang, Mohamad Tufail, Mohammed Fiyaz Chowdhry, Molly Scotland, Rebecca Boyles, Sridhar Rathinam, Claire Wilson, Domenic Marrone, Sean Dulloo, Gurdeep Matharu, Jacqui A. Shaw, Joan Riley, Lindsay Primrose, Heather Cheyne, Mohammed Khalil, Shirley Richardson, Tracey Cruickshank, Kayleigh Gilbert, Akshay J. Patel, Aya Osman, Christer Lacson, Gerald Langman, Helen Shackleford, Madava Djearaman, Salma Kadiri, Angela Leek, Jack Davies Hodgkinson, Nicola Totten, Angeles Montero, Elaine Smith, Eustace Fontaine, Felice Granato, Helen Doran, Juliette Novasio, Kendadai Rammohan, Leena Joseph, Paul Bishop, Rajesh Shah, Stuart Moss, Vijay Joshi, Philip Crosbie, Fabio Gomes, Kate Brown, Mathew Carter, Anshuman Chaturvedi, Lynsey Priest, Pedro Oliveira, Colin R. Lindsay, Alexandra Clipson, Jonathan Tugwood, Alastair Kerr, Dominic G. Rothwell, Elaine Kilgour, Hugo J.W.L. Aerts, Tom L. Kaufmann, Zoltan Szallasi, Judit Kisistok, Mateo Sokac, Miklos Diossy, Jonas Demeulemeester, Aengus Stewart, Alastair Magness, Andrew Rowan, Angeliki Karamani, Benny Chain, Brittany B. Campbell, Carla Castignani, Clare E. Weeden, Corentin Richard, David R. Pearce, Despoina Karagianni, Dina Levi, Elena Hoxha, Elizabeth Larose Cadieux, Emma Nye, Eva Grönroos, Felip Gálvez-Cancino, Foteini Athanasopoulou, Francisco Gimeno-Valiente, George Kassiotis, Georgia Stavrou, Gerasimos Mastrokalos, Haoran Zhai, Helen L. Lowe, Ignacio Matos, Jacki Goldman, James L. Reading, Jayant K. Rane, Jie Min Lam, John A. Hartley, Katey S.S. Enfield, Kayalvizhi Selvaraju, Kevin Litchfield, Kevin W. Ng, Kezhong Chen, Krijn Dijkstra, Krupa Thakkar, Leah Ensell, Mansi Shah, Marcos Vasquez, Maria Litovchenko, Mariana Werner Sunderland, Michelle Leung, Mickael Escudero, Miljana Tanić, Monica Sivakumar, Nnennaya Kanu, Olga Chervova, Olivia Lucas, Othman Al-Sawaf, Philip Hobson, Piotr Pawlik, Richard Kevin Stone, Robert E. Hynds, Roberto Vendramin, Sadegh Saghafinia, Saioa López, Samuel Gamble, Seng Kuong Anakin Ung, Sharon Vanloo, Stefan Boeing, Stephan Beck, Supreet Kaur Bola, Tamara Denner, Thanos P. Mourikis, Victoria Spanswick, Vittorio Barbè, Wei Ting Lu, William Hill, Yin Wu, Yutaka Naito, Zoe Ramsden, Catarina Veiga, Gary Royle, Charles Antoine Collins-Fekete, Francesco Fraioli, Paul Ashford, Tristan Clark, Elaine Borg, James Wilson, Alexander James Procter, Asia Ahmed, Magali N. Taylor, Arjun Nair, Davide Patrini, Emilie Martinoni Hoogenboom, Fleur Monk, James W. Holding, Junaid Choudhary, Kunal Bhakhri, Marco Scarci, Martin Hayward, Nikolaos Panagiotopoulos, Pat Gorman, Reena Khiroya, Robert Cm Stephens, Yien Ning Sophia Wong, Steve Bandula, Abigail Sharp, Sean Smith, Nicole Gower, Harjot Kaur Dhanda, Kitty Chan, Camilla Pilotti, Rachel Leslie, Anca Grapa, Hanyun Zhang, Khalid AbdulJabbar, Xiaoxi Pan, Yinyin Yuan, David Chuter, Mairead MacKenzie, Serena Chee, Aiman Alzetani, Lydia Scarlett, Jennifer Richards, Papawadee Ingram, Silvia Austin, Paulo De Sousa, Simon Jordan, Alexandra Rice, Hilgardt Raubenheimer, Harshil Bhayani, Lyn Ambrose, Anand Devaraj, Hema Chavan, Sofina Begum, Silviu I. Buderi, Daniel Kaniu, Mpho Malima, Sarah Booth, Nadia Fernandes, Pratibha Shah, Chiara Proli, Sarah Danson, Lily Robinson, Craig Dick, Alan Kirk, Mo Asif, Rocco Bilancia, Nikos Kostoulas, Mathew Thomas, Mariam Jamal-Hanjani, Nicholas McGranahan, Charles Swanton, Russell Driver

Research output: Contribution to journalArticlepeer-review

Abstract

Lung cancer is the leading cause of cancer-associated mortality worldwide1. Here we analysed 1,644 tumour regions sampled at surgery or during follow-up from the first 421 patients with non-small cell lung cancer prospectively enrolled into the TRACERx study. This project aims to decipher lung cancer evolution and address the primary study endpoint: determining the relationship between intratumour heterogeneity and clinical outcome. In lung adenocarcinoma, mutations in 22 out of 40 common cancer genes were under significant subclonal selection, including classical tumour initiators such as TP53 and KRAS. We defined evolutionary dependencies between drivers, mutational processes and whole genome doubling (WGD) events. Despite patients having a history of smoking, 8% of lung adenocarcinomas lacked evidence of tobacco-induced mutagenesis. These tumours also had similar detection rates for EGFR mutations and for RET, ROS1, ALK and MET oncogenic isoforms compared with tumours in never-smokers, which suggests that they have a similar aetiology and pathogenesis. Large subclonal expansions were associated with positive subclonal selection. Patients with tumours harbouring recent subclonal expansions, on the terminus of a phylogenetic branch, had significantly shorter disease-free survival. Subclonal WGD was detected in 19% of tumours, and 10% of tumours harboured multiple subclonal WGDs in parallel. Subclonal, but not truncal, WGD was associated with shorter disease-free survival. Copy number heterogeneity was associated with extrathoracic relapse within 1 year after surgery. These data demonstrate the importance of clonal expansion, WGD and copy number instability in determining the timing and patterns of relapse in non-small cell lung cancer and provide a comprehensive clinical cancer evolutionary data resource.
Original languageAmerican English
Pages (from-to)525-533
Number of pages9
JournalNature
Volume616
Issue number7957
DOIs
StatePublished - Feb 2023

Funding

The TRACERx study (ClinicalTrials.gov identifier: NCT01888601) is sponsored by University College London (UCL/12/0279) and has been approved by an independent Research Ethics Committee (13/LO/1546). TRACERx is funded by Cancer Research UK (CRUK) (C11496/A17786) and coordinated through the CRUK and UCL Cancer Trials Centre, which has a core grant from CRUK (C444/A15953). We gratefully acknowledge the patients and relatives who participated in the TRACERx study; all site personnel, investigators, funders and industry partners that supported the generation of the data within this study; the support of Scientific Computing, the Advanced Sequencing Facility and Experimental Histopathology departments at the Francis Crick Institute; and the help of J. Brock from Research Illustration, The Francis Crick Institute. This work was also supported by the CRUK Lung Cancer Centre of Excellence and the CRUK City of London Centre Award (C7893/A26233) as well as the UCL Experimental Cancer Medicine Centre. A.M.F is supported by Stand Up To Cancer (SU2C-AACR-DT23-17). M.D. is supported by CRUK and the Lung Cancer Centre of Excellence. M.A.B. is supported by CRUK, the Rosetrees Trust and the Francis Crick Institute. E.L.L. receives funding from the NovoNordisk Foundation (ID 16584). A. Huebner is supported by CRUK. M.S.H. is supported by CRUK (TRACERx (C11496/A17786)). D.A.M. is supported by the CRUK Lung Cancer Centre of Excellence (C11496/A30025). T.B.K.W. is supported by the Francis Crick Institute and by the Marie Curie ITN Project PLOIDYNET (FP7-PEOPLE-2013, 607722), the Breast Cancer Research Foundation (BCRF), a Royal Society Research Professorships Enhancement Award (RP/EA/180007) and the Foulkes Foundation. T.K. is supported by the JSPS Overseas Research Fellowships Program (202060447). E.C. is supported by CRUK (TRACERx (C11496/A17786)) and the Francis Crick Institute. C.M.-R. is supported by the Rosetrees Trust (M630) and the Wellcome Trust. S.H. is supported by CRUK and the Rosetrees Trust. C.T.H. has received funding from the NIHR University College London Hospitals Biomedical Research Centre. M.D.F. is supported by the UCL/UCLH NIHR Biomedical Research Centre and runs early-phase studies in the NIHR UCLH Clinical Research Facility supported by the UCL ECMC. S.M.L. is partially supported by the UCL/UCLH NIHR Biomedical Centre. N.N. is supported by a Medical Research Council Clinical Academic Research Partnership (MR/T02481X/1). S.M.J. is supported by a CRUK programme grant (EDDCPGM\100002) and a MRC Programme grant (MR/W025051/1). S.M.J. receives support from the CRUK Lung Cancer Centre of Excellence and the CRUK City of London Centre, the Rosetrees Trust, the Roy Castle Lung Cancer Foundation, the Longfonds BREATH Consortia, MRC UKRMP2 Consortia, the Garfield Weston Trust and University College London Hospitals Charitable Foundation. This work was partly undertaken at UCLH/UCL, which received a proportion of funding from the Department of Health’s NIHR Biomedical Research Centre’s funding scheme. C.D. acknowledges funding received from CRUK through the CRUK Manchester Institute (grant no. A27412), the CRUK Manchester Centre (CTRQQR-2021\100010) and the CRUK Lung Cancer Centre of Excellence (grant no. A29240.) and is supported by the NIHR Manchester Biomedical Research Centre. F.H.B. is supported by the Manchester NIHR CRF. P.V.L. was supported by the Francis Crick Institute, which receives its core funding from CRUK (CC2008), the UK Medical Research Council (CC2008) and the Wellcome Trust (CC2008). P.V.L. is a Winton Group Leader in recognition of the Winton Charitable Foundation’s support towards the establishment of the Francis Crick Institute. P.V.L. is a CPRIT Scholar in Cancer Research and acknowledges CPRIT grant support (RR210006). S.A.Q. is funded by a CRUK Senior Cancer Research Fellowship (C36463/A22246) and a CRUK Biotherapeutic Program grant (C36463/A20764). R.F.S. is a professor at the Cancer Research Center Cologne Essen (CCCE) funded by the Ministry of Culture and Science of the State of North Rhine-Westphalia. R.F.S. was supported by the German Ministry for Education and Research and the BIFOLD–Berlin Institute for the Foundations of Learning and Data (ref. 01IS18025A and ref. 01IS18037A). N.J.B. is a fellow of the Lundbeck Foundation (R272-2017-4040) and acknowledges funding from the Aarhus University Research Foundation (AUFF-E-2018-7-14) and the Novo Nordisk Foundation (NNF21OC0071483). S.Z. is a CRUK Career Development Fellow (award ref. RCCCDF-Nov21\100005) and is supported by the Rosetrees Trust (grant ref. M917). S.Z. and A.B. are also supported by a CRUK UCL Centre Non-Clinical Training Award (CANTAC721\100022). M.J.-H. is a CRUK Career Establishment Awardee and has received funding from CRUK, the IASLC International Lung Cancer Foundation, the Lung Cancer Research Foundation, the Rosetrees Trust, UKI NETs and the NIHR University College London Hospitals Biomedical Research Centre. N.M. is a Sir Henry Dale Fellow, jointly funded by the Wellcome Trust and the Royal Society (grant no. 211179/Z/18/Z) and receives funding from CRUK, the Rosetrees Trust and the NIHR BRC at University College London Hospitals and the CRUK University College London Experimental Cancer Medicine Centre. C.S. is a Royal Society Napier Research Professor (RSRP\R\210001). C.S. is supported by the Francis Crick Institute, which receives its core funding from CRUK (CC2041), the UK Medical Research Council (CC2041) and the Wellcome Trust (CC2041). C.S. is funded by CRUK (TRACERx (C11496/A17786)), PEACE (C416/A21999) and CRUK Cancer Immunotherapy Catalyst Network), CRUK Lung Cancer Centre of Excellence (C11496/A30025), the Rosetrees Trust, Butterfield and Stoneygate Trusts, the NovoNordisk Foundation (ID16584), a Royal Society Professorship Enhancement Award (RP/EA/180007), the National Institute for Health Research (NIHR) University College London Hospitals Biomedical Research Centre, the CRUK–University College London Centre, the Experimental Cancer Medicine Centre, the Breast Cancer Research Foundation (US), and The Mark Foundation for Cancer Research Aspire Award (grant 21-029-ASP). This work was supported by a Stand Up To Cancer–LUNGevity–American Lung Association Lung Cancer Interception Dream Team Translational Research Grant (grant no. SU2C-AACR-DT23-17 to S. M. Dubinett and A. E. Spira). Stand Up To Cancer is a division of the Entertainment Industry Foundation. Research grants are administered by the American Association for Cancer Research, the Scientific Partner of SU2C. C.S. is in receipt of an ERC Advanced Grant (PROTEUS) from the European Research Council under the European Union’s Horizon 2020 research and innovation programme (grant agreement no. 835297). For the purpose of Open Access, the author has applied a CC BY public copyright licence to any Author Accepted Manuscript version arising from this submission. The schematic in Fig. 2f was created using BioRender (https://biorender.com).

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