<p>Human tumors are diverse in their natural history and response to treatment, which in part results from genetic and transcriptomic heterogeneity. In clinical practice, single-site needle biopsies are used to sample this diversity, but cancer biomarkers may be confounded by spatiogenomic heterogeneity within individual tumors. Here we investigate clonally expressed genes as a solution to the sampling bias problem by analyzing multiregion whole-exome and RNA sequencing data for 450 tumor regions from 184 patients with lung adenocarcinoma in the TRACERx study. We prospectively validate the survival association of a clonal expression biomarker, Outcome Risk Associated Clonal Lung Expression (ORACLE), in combination with clinicopathological risk factors, and in stage I disease. We expand our mechanistic understanding, discovering that clonal transcriptional signals are detectable before tissue invasion, act as a molecular fingerprint for lethal metastatic clones and predict chemotherapy sensitivity. Lastly, we find that ORACLE summarizes the prognostic information encoded by genetic evolutionary measures, including chromosomal instability, as a concise 23-transcript assay.</p>

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Prospective validation of ORACLE, a clonal expression biomarker associated with survival of patients with lung adenocarcinoma

  • Dhruva Biswas,
  • Yun-Hsin Liu,
  • Javier Herrero,
  • Yin Wu,
  • David A. Moore,
  • Takahiro Karasaki,
  • Kristiana Grigoriadis,
  • Wei-Ting Lu,
  • Selvaraju Veeriah,
  • Cristina Naceur-Lombardelli,
  • Neil Magno,
  • Sophia Ward,
  • Alexander M. Frankell,
  • Mark S. Hill,
  • Emma Colliver,
  • Sophie de Carné Trécesson,
  • Philip East,
  • Aman Malhi,
  • Daniel M. Snell,
  • Olga O’Neill,
  • Daniel Leonce,
  • Johanna Mattsson,
  • Amanda Lindberg,
  • Patrick Micke,
  • Judit Moldvay,
  • Zsolt Megyesfalvi,
  • Balazs Dome,
  • János Fillinger,
  • Jerome Nicod,
  • Julian Downward,
  • Zoltan Szallasi,
  • Ariana Huebner,
  • Corentin Richard,
  • Crispin T. Hiley,
  • Emilia L. Lim,
  • Francisco Gimeno-Valiente,
  • Krupa Thakkar,
  • Maise Al Bakir,
  • Monica Sivakumar,
  • Ieva Usaite,
  • Sadegh Saghafinia,
  • Sharon Vanloo,
  • Sian Harries,
  • Antonia Toncheva,
  • Paulina Prymas,
  • Bushra Mussa,
  • Michalina Magala,
  • Elizabeth Keene,
  • Abigail Bunkum,
  • Carlos Martínez-Ruiz,
  • Clare Puttick,
  • Despoina Karagianni,
  • James R. M. Black,
  • Kerstin Thol,
  • Nicholas McGranahan,
  • Olivia Lucas,
  • Robert Bentham,
  • Roberto Vendramin,
  • Sergio A. Quezada,
  • Simone Zaccaria,
  • Sonya Hessey,
  • Supreet Kaur Bola,
  • Wing Kin Liu,
  • Rija Zaidi,
  • Lucrezia Patruno,
  • Martin D. Forster,
  • Siow Ming Lee,
  • Gareth A. Wilson,
  • Rachel Rosenthal,
  • Andrew Rowan,
  • Chris Bailey,
  • Claudia Lee,
  • Katey S. S. Enfield,
  • Mihaela Angelova,
  • Oriol Pich,
  • Cian Murphy,
  • Maria Zagorulya,
  • Michelle M. Leung,
  • Teresa Marafioti,
  • Elaine Borg,
  • Mary Falzon,
  • Reena Khiroya,
  • Thomas Patrick Jones,
  • Sarah Benafif,
  • Dionysis Papadatos-Pastos,
  • James Wilson,
  • Tanya Ahmad,
  • Angela Dwornik,
  • Angeliki Karamani,
  • Benny Chain,
  • David R. Pearce,
  • Georgia Stavrou,
  • Gerasimos-Theodoros Mastrokalos,
  • Helen L. Lowe,
  • James L. Reading,
  • John A. Hartley,
  • Kayalvizhi Selvaraju,
  • Leah Ensell,
  • Mansi Shah,
  • Maria Litovchenko,
  • Piotr Pawlik,
  • Samuel Gamble,
  • Seng Kuong Anakin Ung,
  • Victoria Spanswick,
  • Clare E. Weeden,
  • Eva Grönroos,
  • Jacki Goldman,
  • Mickael Escudero,
  • Philip Hobson,
  • Stefan Boeing,
  • Tamara Denner,
  • Vittorio Barbè,
  • William Hill,
  • Yutaka Naito,
  • Erik Sahai,
  • Zoe Ramsden,
  • George Kassiotis,
  • Imran Noorani,
  • Jason F. Lester,
  • Amrita Bajaj,
  • Apostolos Nakas,
  • Azmina Sodha-Ramdeen,
  • Mohamad Tufail,
  • Molly Scotland,
  • Rebecca Boyles,
  • Sridhar Rathinam,
  • Sean Dulloo,
  • Dean A. Fennell,
  • Claire Wilson,
  • Gurdeep Matharu,
  • Jacqui A. Shaw,
  • Ekaterini Boleti,
  • Heather Cheyne,
  • Mohammed Khalil,
  • Shirley Richardson,
  • Tracey Cruickshank,
  • Gillian Price,
  • Keith M. Kerr,
  • Jack French,
  • Kayleigh Gilbert,
  • Babu Naidu,
  • Akshay J. Patel,
  • Aya Osman,
  • Mandeesh Sangha,
  • Gerald Langman,
  • Helen Shackleford,
  • Madava Djearaman,
  • Gary Middleton,
  • Angela Leek,
  • Jack Davies Hodgkinson,
  • Nicola Totton,
  • Eustace Fontaine,
  • Felice Granato,
  • Juliette Novasio,
  • Kendadai Rammohan,
  • Leena Joseph,
  • Paul Bishop,
  • Vijay Joshi,
  • Sara Waplington,
  • Adam Atkin,
  • Antonio Paiva-Correia,
  • Philip Crosbie,
  • Katherine D. Brown,
  • Mathew Carter,
  • Anshuman Chaturvedi,
  • Pedro Oliveira,
  • Colin R. Lindsay,
  • Fiona H. Blackhall,
  • Yvonne Summers,
  • Matthew G. Krebs,
  • Jonathan Tugwood,
  • Caroline Dive,
  • Hugo J. W. L. Aerts,
  • Roland F. Schwarz,
  • Tom L. Kaufmann,
  • Peter Van Loo,
  • Carla Castignani,
  • Roberto Salgado,
  • Miklos Diossy,
  • Jonas Demeulemeester,
  • Stephan Beck,
  • Emma Nye,
  • Richard Kevin Stone,
  • Jayant K. Rane,
  • Jeanette Kittel,
  • Kerstin Haase,
  • Kexin Koh,
  • Rachel Scott,
  • Karl S. Peggs,
  • Emilie Martinoni Hoogenboom,
  • Fleur Monk,
  • James W. Holding,
  • Junaid Choudhary,
  • Kunal Bhakhri,
  • Pat Gorman,
  • Robert C. M. Stephens,
  • Yien Ning Sophia Wong,
  • Maria Chiara Pisciella,
  • Steve Bandula,
  • Thomas B. K. Watkins,
  • Catarina Veiga,
  • Gary Royle,
  • Charles-Antoine Collins-Fekete,
  • Francesco Fraioli,
  • Paul Ashford,
  • Alexander James Procter,
  • Asia Ahmed,
  • Magali N. Taylor,
  • Arjun Nair,
  • David Lawrence,
  • Davide Patrini,
  • Neal Navani,
  • Ricky M. Thakrar,
  • Sam M. Janes,
  • Zoltan Kaplar,
  • Allan Hackshaw,
  • Camilla Pilotti,
  • Rachel Leslie,
  • Anne-Marie Hacker,
  • Sean Smith,
  • Aoife Walker,
  • Anca Grapa,
  • Hanyun Zhang,
  • Khalid AbdulJabbar,
  • Xiaoxi Pan,
  • Yinyin Yuan,
  • David Chuter,
  • Mairead MacKenzie,
  • Serena Chee,
  • Patricia Georg,
  • Aiman Alzetani,
  • Judith Cave,
  • Eric Lim,
  • Paulo De Sousa,
  • Simon Jordan,
  • Alexandra Rice,
  • Hilgardt Raubenheimer,
  • Harshil Bhayani,
  • Lyn Ambrose,
  • Anand Devaraj,
  • Hemangi Chavan,
  • Sofina Begum,
  • Silviu I. Buderi,
  • Daniel Kaniu,
  • Mpho Malima,
  • Sarah Booth,
  • Andrew G. Nicholson,
  • Nadia Fernandes,
  • Pratibha Shah,
  • Chiara Proli,
  • Madeleine Hewish,
  • Sarah Danson,
  • Michael J. Shackcloth,
  • Lily Robinson,
  • Peter Russell,
  • Kevin G. Blyth,
  • Andrew Kidd,
  • Craig Dick,
  • John Le Quesne,
  • Alan Kirk,
  • Mo Asif,
  • Rocco Bilancia,
  • Nikos Kostoulas,
  • Jennifer Whiteley,
  • Mathew Thomas,
  • Allan Hackshaw,
  • Mariam Jamal-Hanjani,
  • Nnennaya Kanu,
  • Nicolai J. Birkbak,
  • Charles Swanton

摘要

Human tumors are diverse in their natural history and response to treatment, which in part results from genetic and transcriptomic heterogeneity. In clinical practice, single-site needle biopsies are used to sample this diversity, but cancer biomarkers may be confounded by spatiogenomic heterogeneity within individual tumors. Here we investigate clonally expressed genes as a solution to the sampling bias problem by analyzing multiregion whole-exome and RNA sequencing data for 450 tumor regions from 184 patients with lung adenocarcinoma in the TRACERx study. We prospectively validate the survival association of a clonal expression biomarker, Outcome Risk Associated Clonal Lung Expression (ORACLE), in combination with clinicopathological risk factors, and in stage I disease. We expand our mechanistic understanding, discovering that clonal transcriptional signals are detectable before tissue invasion, act as a molecular fingerprint for lethal metastatic clones and predict chemotherapy sensitivity. Lastly, we find that ORACLE summarizes the prognostic information encoded by genetic evolutionary measures, including chromosomal instability, as a concise 23-transcript assay.