Literature DB >> 27308463

Analysis of intratumor heterogeneity unravels lung cancer evolution.

Elza C de Bruin1, Nicholas McGranahan2, Charles Swanton3.   

Abstract

Lung cancer is a disease with dismal outcome. We recently reported a detailed intratumor heterogeneity analysis in 7 non-small cell lung cancer samples, revealing spatially separated driver events as well as the temporal dynamics of mutational processes and demonstrating an important role for APOBEC-mediated heterogeneity later in disease evolution.

Entities:  

Keywords:  APOBEC; intratumor heterogeneity; lung cancer; multi-region sequencing

Year:  2015        PMID: 27308463      PMCID: PMC4905299          DOI: 10.4161/23723556.2014.985549

Source DB:  PubMed          Journal:  Mol Cell Oncol        ISSN: 2372-3556


apolipoprotein-B mRNA editing catalytic polypeptide-like lung adenocarcinoma lung squamous cell carcinoma non-small cell lung cancer TRAcking Cancer Evolution through therapy (Rx)

Lung cancer, of which non-small cell lung cancer (NSCLC) is the most prevalent subtype, is the leading cause of cancer-related mortality. To better understand NSCLC pathogenesis, several sequencing efforts have been undertaken. These studies demonstrated that NSCLC exhibits a complex genomic landscape and identified several NSCLC driver genes. Few studies have investigated the clonal architecture of NSCLC. Whole-genome sequencing analysis of 17 NSCLC samples identified biclonal tumors, some of which had potentially targetable mutations in one subclone next to a clonal targetable mutation. Intratumor heterogeneity in NSCLC could thus have significant consequences in terms of therapeutic efficacy. We recently showed in renal cancer that single region analyses significantly underestimates the heterogeneity. Therefore, our understanding of the clonal architecture of NSCLC and the biological processes driving this disease remain far from complete. To gain a greater insight into the level of intratumor heterogeneity in NSCLC and improve our understanding of its evolution, we set out to investigate in detail the spatial and temporal heterogeneity of NSCLC. We performed multiregion exome and/or whole-genome sequencing on 7 primary NSCLCs, including adenocarcinoma (LUAD) and squamous cell carcinoma (LUSC) samples. Multiregion DNA sequencing allows analysis of genetic diversity within a tumor. Certain mutations are present in all tumor regions, whereas others are only present in certain tumor regions, as presented in a heatmap. 2D-Dirichlet analyses of mutations corrected for copy number shows the clonality of each mutation within each region (upper graph). The presence of 2 copies of multiple mutations can indicate a genome-doubling event, in which the entire tumor genome has been duplicated. Mutations present in 2 copies were present prior to the doubling event whereas those present at one copy occurred after the doubling (lower graph). The mutational diversity can also reveal a tumor's life history. Exploring ‘early’ versus ‘late’ mutational signatures sheds light on how mutational processes change over time. In NSCLC adenocarcinomas, ‘early’ mutations are mainly caused by smoking whereas ‘late’ mutations are mainly caused by apolipoprotein-B mRNA editing catalytic polypeptide-like (APOBEC) cytidine deaminase activity. We found spatial heterogeneity of mutations, copy number alterations, and translocations. On average, two-thirds of all mutations identified in a tumor were present in all regions of that tumor, whereas one-third of the mutations were present in only one or a few regions. Importantly, known lung cancer driver genes, including therapeutically targetable drivers, were significantly more often present in all tumor regions. Nevertheless, all tumors revealed candidate driver mutations and/or copy number aberrations present in only one or two regions. Sequence analysis of only that region would have given the illusion that these subclonal driver mutations were fully clonal events ().
Figure 1.

Multiregion DNA sequencing allows analysis of genetic diversity within a tumor. Certain mutations are present in all tumor regions, whereas others are only present in certain tumor regions, as presented in a heatmap. 2D-Dirichlet analyses of mutations corrected for copy number shows the clonality of each mutation within each region (upper graph). The presence of 2 copies of multiple mutations can indicate a genome-doubling event, in which the entire tumor genome has been duplicated. Mutations present in 2 copies were present prior to the doubling event whereas those present at one copy occurred after the doubling (lower graph). The mutational diversity can also reveal a tumor's life history. Exploring ‘early’ versus ‘late’ mutational signatures sheds light on how mutational processes change over time. In NSCLC adenocarcinomas, ‘early’ mutations are mainly caused by smoking whereas ‘late’ mutations are mainly caused by apolipoprotein-B mRNA editing catalytic polypeptide-like (APOBEC) cytidine deaminase activity.

To investigate the temporal heterogeneity in mutations, we separated ‘early’ mutations (present in all tumor regions) from ‘late’ mutations (present in at least one, but not all regions) and explored the mutational spectra over time. We found that all tumors from former and current smokers showed a decrease in smoking-associated C>A mutations over time, accompanied by an increase in C>T and C>G mutations at TpC sites in the majority of tumors, indicative of apolipoprotein-B mRNA editing catalytic polypeptide-like (APOBEC) cytidine deaminase-mediated mutagenesis. On average, 31% of the ‘late’ non-silent mutations occurred in an APOBEC context compared to 11% of the ‘early’ non-silent mutations, indicating a functional impact of APOBEC activity later in NSCLC evolution. It is currently unclear what activates APOBEC enzymes in NSCLCs, or other tumor types. A striking observation from our study is the more pronounced enrichment of APOBEC-associated ‘late’ mutations in LUAD compared to LUSC, suggesting a different regulatory route for APOBEC activity between histological subtypes. We furthermore noticed that chromosomal instability, including whole-genome doubling events, often preceded APOBEC activity. We could not, however, find an association with chromosomal breakpoints, nor did we find any evidence for clusters of APOBEC mutations. A number of other questions arise from our findings, such as: What drives spatial heterogeneity? Does it result from random genetic drift with spatially different selective pressures, or is there a spatial barrier between the subclones preventing subclonal intermixing? Having determined the tumor cell fraction of each mutation within each region, we found very few subclonal mutations shared between regions (), indicating that the regions may evolve through a process similar to allopatric speciation, with geographically distinct separation of subclones. The striking regional differences in APOBEC activity in some tumors provide evidence for spatial heterogeneity in mutational processes, leading to increased mutational intratumor heterogeneity. Multiregion sequencing of 10 renal cancer samples revealed that many known driver mutations were always subclonally present. It would be very interesting to determine whether certain driver mutations are predominantly subclonal or always clonal using larger NSCLC cohorts. Furthermore, this approach can be used to increase the statistical power to identify novel drivers of subclonal expansions. Intriguingly, by combining smoking cessation information with the relative timing of clonal genome doubling events, we found evidence for a prolonged latency period of these tumors. In these cases, all ‘early’ driver mutations had occurred more than 2 decades prior to surgery, indicating a long period during which these tumors have been shaped, most likely involving many processes prior to clinical presentation. Another important question for NSCLC is whether the observed intratumor heterogeneity has clinical consequences. Importantly, we found that the mutations present in metastasized tumor cells of patients with lymph node involvement closely correlated with one particular region within the primary tumor, indicating that a minor subclones present in a distinct region in the primary tumor can determine clinical outcome. Intriguingly, the level of intratumor heterogeneity varied from 4% to 63% across the samples. Such variation indicates that tumors could potentially be classified into discrete categories based on their heterogeneity, and these categories may hold clinical relevance. Interestingly, an accompanying study of 11 early-stage NSCLCs by Zhang et al. showed that primary tumors from the 3 patients with relapsed disease had significantly larger subclonal fractions than tumors from the other patients. In conclusion, our study showed varying levels of intratumor heterogeneity in NSCLC, and revealed insights into the processes that shape the NSCLC evolution, with APOBEC enzyme activity predominantly later in disease evolution. Our study justifies larger longitudinal studies, such as the lung TRACERx study, to assess the clinical impact of this heterogeneity on patient outcome.
  10 in total

1.  An APOBEC cytidine deaminase mutagenesis pattern is widespread in human cancers.

Authors:  Steven A Roberts; Michael S Lawrence; Leszek J Klimczak; Sara A Grimm; David Fargo; Petar Stojanov; Adam Kiezun; Gregory V Kryukov; Scott L Carter; Gordon Saksena; Shawn Harris; Ruchir R Shah; Michael A Resnick; Gad Getz; Dmitry A Gordenin
Journal:  Nat Genet       Date:  2013-07-14       Impact factor: 38.330

2.  Evidence for APOBEC3B mutagenesis in multiple human cancers.

Authors:  Michael B Burns; Nuri A Temiz; Reuben S Harris
Journal:  Nat Genet       Date:  2013-07-14       Impact factor: 38.330

3.  Genomic landscape of non-small cell lung cancer in smokers and never-smokers.

Authors:  Ramaswamy Govindan; Li Ding; Malachi Griffith; Janakiraman Subramanian; Nathan D Dees; Krishna L Kanchi; Christopher A Maher; Robert Fulton; Lucinda Fulton; John Wallis; Ken Chen; Jason Walker; Sandra McDonald; Ron Bose; David Ornitz; Donghai Xiong; Ming You; David J Dooling; Mark Watson; Elaine R Mardis; Richard K Wilson
Journal:  Cell       Date:  2012-09-14       Impact factor: 41.582

4.  Mapping the hallmarks of lung adenocarcinoma with massively parallel sequencing.

Authors:  Marcin Imielinski; Alice H Berger; Peter S Hammerman; Bryan Hernandez; Trevor J Pugh; Eran Hodis; Jeonghee Cho; James Suh; Marzia Capelletti; Andrey Sivachenko; Carrie Sougnez; Daniel Auclair; Michael S Lawrence; Petar Stojanov; Kristian Cibulskis; Kyusam Choi; Luc de Waal; Tanaz Sharifnia; Angela Brooks; Heidi Greulich; Shantanu Banerji; Thomas Zander; Danila Seidel; Frauke Leenders; Sascha Ansén; Corinna Ludwig; Walburga Engel-Riedel; Erich Stoelben; Jürgen Wolf; Chandra Goparju; Kristin Thompson; Wendy Winckler; David Kwiatkowski; Bruce E Johnson; Pasi A Jänne; Vincent A Miller; William Pao; William D Travis; Harvey I Pass; Stacey B Gabriel; Eric S Lander; Roman K Thomas; Levi A Garraway; Gad Getz; Matthew Meyerson
Journal:  Cell       Date:  2012-09-14       Impact factor: 41.582

5.  Somatic mutations affect key pathways in lung adenocarcinoma.

Authors:  Li Ding; Gad Getz; David A Wheeler; Elaine R Mardis; Michael D McLellan; Kristian Cibulskis; Carrie Sougnez; Heidi Greulich; Donna M Muzny; Margaret B Morgan; Lucinda Fulton; Robert S Fulton; Qunyuan Zhang; Michael C Wendl; Michael S Lawrence; David E Larson; Ken Chen; David J Dooling; Aniko Sabo; Alicia C Hawes; Hua Shen; Shalini N Jhangiani; Lora R Lewis; Otis Hall; Yiming Zhu; Tittu Mathew; Yanru Ren; Jiqiang Yao; Steven E Scherer; Kerstin Clerc; Ginger A Metcalf; Brian Ng; Aleksandar Milosavljevic; Manuel L Gonzalez-Garay; John R Osborne; Rick Meyer; Xiaoqi Shi; Yuzhu Tang; Daniel C Koboldt; Ling Lin; Rachel Abbott; Tracie L Miner; Craig Pohl; Ginger Fewell; Carrie Haipek; Heather Schmidt; Brian H Dunford-Shore; Aldi Kraja; Seth D Crosby; Christopher S Sawyer; Tammi Vickery; Sacha Sander; Jody Robinson; Wendy Winckler; Jennifer Baldwin; Lucian R Chirieac; Amit Dutt; Tim Fennell; Megan Hanna; Bruce E Johnson; Robert C Onofrio; Roman K Thomas; Giovanni Tonon; Barbara A Weir; Xiaojun Zhao; Liuda Ziaugra; Michael C Zody; Thomas Giordano; Mark B Orringer; Jack A Roth; Margaret R Spitz; Ignacio I Wistuba; Bradley Ozenberger; Peter J Good; Andrew C Chang; David G Beer; Mark A Watson; Marc Ladanyi; Stephen Broderick; Akihiko Yoshizawa; William D Travis; William Pao; Michael A Province; George M Weinstock; Harold E Varmus; Stacey B Gabriel; Eric S Lander; Richard A Gibbs; Matthew Meyerson; Richard K Wilson
Journal:  Nature       Date:  2008-10-23       Impact factor: 49.962

6.  Intratumor heterogeneity in localized lung adenocarcinomas delineated by multiregion sequencing.

Authors:  Jianjun Zhang; Junya Fujimoto; Jianhua Zhang; David C Wedge; Xingzhi Song; Jiexin Zhang; Sahil Seth; Chi-Wan Chow; Yu Cao; Curtis Gumbs; Kathryn A Gold; Neda Kalhor; Latasha Little; Harshad Mahadeshwar; Cesar Moran; Alexei Protopopov; Huandong Sun; Jiabin Tang; Xifeng Wu; Yuanqing Ye; William N William; J Jack Lee; John V Heymach; Waun Ki Hong; Stephen Swisher; Ignacio I Wistuba; P Andrew Futreal
Journal:  Science       Date:  2014-10-10       Impact factor: 47.728

7.  Genomic architecture and evolution of clear cell renal cell carcinomas defined by multiregion sequencing.

Authors:  Marco Gerlinger; Stuart Horswell; James Larkin; Andrew J Rowan; Max P Salm; Ignacio Varela; Rosalie Fisher; Nicholas McGranahan; Nicholas Matthews; Claudio R Santos; Pierre Martinez; Benjamin Phillimore; Sharmin Begum; Adam Rabinowitz; Bradley Spencer-Dene; Sakshi Gulati; Paul A Bates; Gordon Stamp; Lisa Pickering; Martin Gore; David L Nicol; Steven Hazell; P Andrew Futreal; Aengus Stewart; Charles Swanton
Journal:  Nat Genet       Date:  2014-02-02       Impact factor: 38.330

8.  Signatures of mutational processes in human cancer.

Authors:  Ludmil B Alexandrov; Serena Nik-Zainal; David C Wedge; Samuel A J R Aparicio; Sam Behjati; Andrew V Biankin; Graham R Bignell; Niccolò Bolli; Ake Borg; Anne-Lise Børresen-Dale; Sandrine Boyault; Birgit Burkhardt; Adam P Butler; Carlos Caldas; Helen R Davies; Christine Desmedt; Roland Eils; Jórunn Erla Eyfjörd; John A Foekens; Mel Greaves; Fumie Hosoda; Barbara Hutter; Tomislav Ilicic; Sandrine Imbeaud; Marcin Imielinski; Marcin Imielinsk; Natalie Jäger; David T W Jones; David Jones; Stian Knappskog; Marcel Kool; Sunil R Lakhani; Carlos López-Otín; Sancha Martin; Nikhil C Munshi; Hiromi Nakamura; Paul A Northcott; Marina Pajic; Elli Papaemmanuil; Angelo Paradiso; John V Pearson; Xose S Puente; Keiran Raine; Manasa Ramakrishna; Andrea L Richardson; Julia Richter; Philip Rosenstiel; Matthias Schlesner; Ton N Schumacher; Paul N Span; Jon W Teague; Yasushi Totoki; Andrew N J Tutt; Rafael Valdés-Mas; Marit M van Buuren; Laura van 't Veer; Anne Vincent-Salomon; Nicola Waddell; Lucy R Yates; Jessica Zucman-Rossi; P Andrew Futreal; Ultan McDermott; Peter Lichter; Matthew Meyerson; Sean M Grimmond; Reiner Siebert; Elías Campo; Tatsuhiro Shibata; Stefan M Pfister; Peter J Campbell; Michael R Stratton
Journal:  Nature       Date:  2013-08-14       Impact factor: 49.962

9.  Tracking genomic cancer evolution for precision medicine: the lung TRACERx study.

Authors:  Mariam Jamal-Hanjani; Alan Hackshaw; Yenting Ngai; Jacqueline Shaw; Caroline Dive; Sergio Quezada; Gary Middleton; Elza de Bruin; John Le Quesne; Seema Shafi; Mary Falzon; Stuart Horswell; Fiona Blackhall; Iftekhar Khan; Sam Janes; Marianne Nicolson; David Lawrence; Martin Forster; Dean Fennell; Siow-Ming Lee; Jason Lester; Keith Kerr; Salli Muller; Natasha Iles; Sean Smith; Nirupa Murugaesu; Richard Mitter; Max Salm; Aengus Stuart; Nik Matthews; Haydn Adams; Tanya Ahmad; Richard Attanoos; Jonathan Bennett; Nicolai Juul Birkbak; Richard Booton; Ged Brady; Keith Buchan; Arrigo Capitano; Mahendran Chetty; Mark Cobbold; Philip Crosbie; Helen Davies; Alan Denison; Madhav Djearman; Jacki Goldman; Tom Haswell; Leena Joseph; Malgorzata Kornaszewska; Matthew Krebs; Gerald Langman; Mairead MacKenzie; Joy Millar; Bruno Morgan; Babu Naidu; Daisuke Nonaka; Karl Peggs; Catrin Pritchard; Hardy Remmen; Andrew Rowan; Rajesh Shah; Elaine Smith; Yvonne Summers; Magali Taylor; Selvaraju Veeriah; David Waller; Ben Wilcox; Maggie Wilcox; Ian Woolhouse; Nicholas McGranahan; Charles Swanton
Journal:  PLoS Biol       Date:  2014-07-08       Impact factor: 8.029

10.  Spatial and temporal diversity in genomic instability processes defines lung cancer evolution.

Authors:  Elza C de Bruin; Nicholas McGranahan; Richard Mitter; Max Salm; David C Wedge; Lucy Yates; Mariam Jamal-Hanjani; Seema Shafi; Nirupa Murugaesu; Andrew J Rowan; Eva Grönroos; Madiha A Muhammad; Stuart Horswell; Marco Gerlinger; Ignacio Varela; David Jones; John Marshall; Thierry Voet; Peter Van Loo; Doris M Rassl; Robert C Rintoul; Sam M Janes; Siow-Ming Lee; Martin Forster; Tanya Ahmad; David Lawrence; Mary Falzon; Arrigo Capitanio; Timothy T Harkins; Clarence C Lee; Warren Tom; Enock Teefe; Shann-Ching Chen; Sharmin Begum; Adam Rabinowitz; Benjamin Phillimore; Bradley Spencer-Dene; Gordon Stamp; Zoltan Szallasi; Nik Matthews; Aengus Stewart; Peter Campbell; Charles Swanton
Journal:  Science       Date:  2014-10-10       Impact factor: 47.728

  10 in total
  8 in total

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Authors:  Zoltan Lohinai; Zsolt Megyesfalvi; Kenichi Suda; Tunde Harko; Shengxiang Ren; Judit Moldvay; Viktoria Laszlo; Christopher Rivard; Balazs Dome; Fred R Hirsch
Journal:  Transl Lung Cancer Res       Date:  2019-12

Review 2.  Cancer biology as revealed by the research autopsy.

Authors:  Christine A Iacobuzio-Donahue; Chelsea Michael; Priscilla Baez; Rajya Kappagantula; Jody E Hooper; Travis J Hollman
Journal:  Nat Rev Cancer       Date:  2019-09-13       Impact factor: 60.716

Review 3.  [Acquired Drug Resistance Mechanism of Osimertinib in the Targeted Therapy of Non-small Cell Lung Cancer].

Authors:  Zitong Zhao; Yu Ni; Li Li; Tao Xin
Journal:  Zhongguo Fei Ai Za Zhi       Date:  2020-04-20

4.  Somatic Mutations in miRNA Genes in Lung Cancer-Potential Functional Consequences of Non-Coding Sequence Variants.

Authors:  Paulina Galka-Marciniak; Martyna Olga Urbanek-Trzeciak; Paulina Maria Nawrocka; Agata Dutkiewicz; Maciej Giefing; Marzena Anna Lewandowska; Piotr Kozlowski
Journal:  Cancers (Basel)       Date:  2019-06-08       Impact factor: 6.639

5.  Monitoring Therapeutic Response and Resistance: Analysis of Circulating Tumor DNA in Patients With ALK+ Lung Cancer.

Authors:  Leora Horn; Jennifer G Whisenant; Heather Wakelee; Karen L Reckamp; Huan Qiao; Ticiana A Leal; Liping Du; Jennifer Hernandez; Vincent Huang; George R Blumenschein; Saiama N Waqar; Sandip P Patel; Jorge Nieva; Geoffrey R Oxnard; Rachel E Sanborn; Tristan Shaffer; Kavita Garg; Allison Holzhausen; Kimberly Harrow; Chris Liang; Lee P Lim; Mark Li; Christine M Lovly
Journal:  J Thorac Oncol       Date:  2019-08-22       Impact factor: 15.609

Review 6.  Intratumor and Intertumor Heterogeneity in Melanoma.

Authors:  Tomasz M Grzywa; Wiktor Paskal; Paweł K Włodarski
Journal:  Transl Oncol       Date:  2017-10-24       Impact factor: 4.243

Review 7.  CRISPR/Cas9: Transcending the Reality of Genome Editing.

Authors:  Sergiu Chira; Diana Gulei; Amin Hajitou; Alina-Andreea Zimta; Pierre Cordelier; Ioana Berindan-Neagoe
Journal:  Mol Ther Nucleic Acids       Date:  2017-04-08       Impact factor: 8.886

8.  New additional scoring formula on the Pathological Features in Stage I Lung Adenocarcinoma Patients: Impact on Survival.

Authors:  Shilei Zhao; Fengzhou Li; Xin Guo; Tao Guo; Ken-Ichi Mizutani; Sohsuke Yamada; Chundong Gu; Hidetaka Uramoto
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  8 in total

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