Search

Your search keyword '"Levi, D."' showing total 2,600 results
Start Over Author "Levi, D."
2,600 results on '"Levi, D."'

1. Towards Nanoscale and Element-Specific Lattice Temperature Measurements using Core-Loss Electron Energy-Loss Spectroscopy

Author

Palmer, Levi D., Lee, Wonseok, Fajardo, Jr., Javier, Talin, A. Alec, Gage, Thomas E., and Cushing, Scott K.

Subjects
Condensed Matter - Materials Science, Physics - Chemical Physics
Abstract

Measuring nanoscale local temperatures, particularly in vertically integrated and multi-component systems, remains challenging. Spectroscopic techniques like X-ray absorption and core-loss electron energy-loss spectroscopy (EELS) are sensitive to lattice temperature, but understanding thermal effects is nontrivial. This work explores the potential for nanoscale and element-specific core-loss thermometry by comparing the Si L2,3 edge's temperature-dependent redshift against plasmon energy expansion thermometry (PEET) in a scanning TEM. Using density functional theory (DFT), time-dependent DFT, and the Bethe-Salpeter equation, we ab initio model both the Si L2,3 and plasmon redshift. We find that the core-loss redshift is due to bandgap reduction from electron-phonon renormalization. Our results indicate that despite lower core-loss signal intensity and thus accuracy compared to PEET, core-loss thermometry still has important advantages. Specifically, we show that the Varshni equation easily interprets the core-loss redshift, which avoids plasmon spectral convolution for PEET in complex materials. We also find that core-loss thermometry is more accurate than PEET at modeling thermal lattice expansion unless the temperature-dependent effective mass and dielectric constant are known. Furthermore, core-loss thermometry has the potential to measure nanoscale heating in multi-component materials and stacked interfaces with elemental specificity at length scales smaller than the plasmon's wavefunction., Comment: 33 pages, 5 main text figures, 1 table

Published
2024

2. Protecting residential electrical panels and service through model predictive control: A field study

Author

Pergantis, Elias N., Premer, Levi D. Reyes, Lee, Alex H., Priyadarshan, Liu, Haotian, Groll, Eckhard A., Ziviani, Davide, and Kircher, Kevin J.

Subjects
Electrical Engineering and Systems Science - Systems and Control
Abstract

Residential electrification - replacing fossil-fueled appliances and vehicles with electric machines - can significantly reduce greenhouse gas emissions and air pollution. However, installing electric appliances or vehicle charging in a residential building can sharply increase its current draws. In older housing, high current draws can jeopardize electrical infrastructure, such as circuit breaker panels or electrical service (the wires that connect a building to the distribution grid). Upgrading electrical infrastructure can entail long delays and high costs, so poses a significant barrier to electrification. This paper develops and field-tests a control system that avoids the need for electrical upgrades by keeping an electrified home's total current draw within the safe limits of its panel and service. In the proposed control architecture, a high-level controller plans device set-points over a rolling prediction horizon. A low-level controller monitors real-time conditions and ramps down devices if necessary. The control system was tested in an occupied, electrified single-family house with code-minimum insulation, an air-to-air heat pump and backup resistance heat, a resistance water heater, and a plug-in hybrid electric vehicle with Level I charging. The field tests spanned 31 winter days with outdoor temperatures as low as -20 C. The control system maintained the whole-home current within the safe limits of electrical panels and service rated at 100 A, a common rating for older houses in North America, by adjusting only the temperature set-points of the heat pump and water heater. Simulations suggest that the same 100 A limit could accommodate a second electric vehicle with Level II charging. The proposed control system could allow older homes to safely electrify without upgrading electrical panels or service, saving a typical household on the order of $2,000 to $10,000.

Published
2024

3. Humidity-Aware Model Predictive Control for Residential Air Conditioning: A Field Study

Author

Pergantis, Elias N., Dhillon, Parveen, Premer, Levi D. Reyes, Lee, Alex H., Ziviani, Davide, and Kircher, Kevin J.

Subjects
Electrical Engineering and Systems Science - Systems and Control
Abstract

Model predictive control of residential air conditioning could reduce energy costs and greenhouse gas emissions while maintaining or improving occupants' thermal comfort. However, most approaches to predictive air conditioning control either do not model indoor humidity or treat it as constant. This simplification stems from challenges with modeling indoor humidity dynamics, particularly the high-order, nonlinear equations that govern heat and mass transfer between the air conditioner's evaporator coil and the indoor air. This paper develops a machine-learning approach to modeling indoor humidity dynamics that is suitable for real-world deployment at scale. This study then investigates the value of humidity modeling in four field tests of predictive control in an occupied house. The four field tests evaluate two different building models: One with constant humidity and one with time-varying humidity. Each modeling approach is tested in two different predictive controllers: One that focuses on reducing energy costs and one that focuses on constraining electric power below a utility-specified threshold. The two models lead to similar performance for reducing energy costs. Combining the results of this study and a prior heating study of the same house, the estimated year-round energy cost savings were $340-497 or 22-31% (95% confidence intervals); these savings were consistent across both humidity models. However, in the demand response tests, the simplifying assumption of constant humidity led to far more frequent and severe violations of the power constraint. These results suggest that accurate building models are important for nonlinear objectives, such as reducing or constraining peak demand, while for linear objectives such as reducing energy costs or emissions, model accuracy is less important.

Published
2024

5. Determining Quasi-Equilibrium Electron and Hole Distributions of Plasmonic Photocatalysts using Photomodulated X-ray Absorption Spectroscopy

Author

Palmer, Levi D., Lee, Wonseok, Dong, Chung Li, Liu, Ru-Shi, Wu, Nianqiang, and Cushing, Scott K.

Subjects
Physics - Chemical Physics, Condensed Matter - Materials Science, Physics - Optics
Abstract

Most photocatalytic and photovoltaic devices operate under broadband, constant illumination. Electron and hole dynamics in these devices, however, are usually measured using ultrafast pulsed lasers in a narrow wavelength range. In this work, we prove that steady-state, photomodulated X-ray spectra from a non-time-resolved synchrotron beamline can be used to estimate electron and hole distributions. A set of plasmonic metal core-shell nanoparticles is designed to systematically isolate photothermal, hot electron, and thermalized electron-hole pairs in a TiO2 shell. Steady-state changes in the Ti L2,3 edge are measured with and without continuous-wave illumination of the nanoparticle's localized surface plasmon resonance. Ab initio excited-state X-ray theory developed for transient X-ray measurements is then applied to model the experimental spectra in an attempt to extract the resultant steady-state carrier distributions. The results suggest that, within error, the quasi-equilibrium carrier distribution can be determined even from relatively noisy data with mixed excited-state phenomena., Comment: 41 pages, 18 figures

Published
2023
Full Text
View/download PDF

6. Using Electron Energy-Loss Spectroscopy to Measure Nanoscale Electronic and Vibrational Dynamics in a TEM

Author

Kim, Ye-Jin, Palmer, Levi D., Lee, Wonseok, Heller, Nicholas J., and Cushing, Scott K.

Subjects
Physics - Chemical Physics, Condensed Matter - Mesoscale and Nanoscale Physics
Abstract

Electron energy-loss spectroscopy (EELS) can measure similar information to X-ray, UV-Vis, and IR spectroscopies but with atomic resolution and increased scattering cross sections. Recent advances in electron monochromators have expanded EELS capabilities from chemical identification to the realms of synchrotron-level core-loss measurements and to low-loss, 10-100 meV excitations such as phonons, excitons, and valence structure. EELS measurements are easily correlated with electron diffraction and atomic-scale real-space imaging in a transmission electron microscope (TEM) to provide detailed local pictures of quasiparticle and bonding states. This perspective provides an overview of existing high-resolution EELS (HR-EELS) capabilities while also motivating the powerful next step in the field - ultrafast EELS in a TEM. Ultrafast EELS aims to combine atomic level, element specific, and correlated temporal measurements to better understand spatially specific excited state phenomena. Ultrafast EELS measurements also add to the abilities of steady-state HR-EELS by being able to image the electromagnetic field and use electrons to excite photon-forbidden and momentum-specific transitions. We discuss the technical challenges ultrafast HR-EELS currently faces, as well as how integration with in situ and cryo measurements could expand the technique to new systems of interest, especially molecular and biological samples.

Published
2023
Full Text
View/download PDF

8. Pet attachment and prosocial attitude toward humans: the mediating role of empathy to animals

Author

Jhon Marc V. Faner, Ethel Ann R. Dalangin, Lei Ann Trishia C. De Leon, Levi D. Francisco, Yessamin O. Sahagun, and Evelyn F. Acoba

Subjects
human–animal interaction, attachment, animal empathy, prosocial attitude, mediation analysis, Psychology, BF1-990
Abstract

Attachment relationships are widely recognized as influential in increasing prosocial tendencies, with existing literature indicating that human attachment can increase empathetic processes, thereby potentially facilitating prosocial behavior. Given that pets frequently fulfill the criteria for attachment figures, this study investigates whether the observed associations among human attachment, empathy, and prosocial attitudes extend to human-animal interactions (HAI). This study examines the relationship between pet attachment, animal empathy, and prosocial attitudes toward humans. The study hypothesizes that animal empathy mediates the association between pet attachment and prosocial attitudes. A cross-sectional survey was administered to 343 Filipino participants, predominantly consisting of single female young adults with college education backgrounds. Participants completed a battery of assessments including the Contemporary Companion Animal Bonding Scale (CCABS), the Animal Empathy Scale (AES), and the Prosocialness Scale for Adults (PSA). Aligned with our hypothesis, our study reveals that animal empathy plays a significant mediating role in the relationship between pet attachment and attitudes toward humans. We found that stronger pet attachment correlates positively with heightened animal empathy, subsequently leading to elevated levels of prosocial attitudes. Our findings prompt discussions on implications for understanding human-animal relationships and suggest avenues for future research exploration.

Published
2024
Full Text
View/download PDF

9. Experimentally Validated Multiphysics Modeling of Fracture Induced by Thermal Shocks in Sintered UO2 Pellets

Author

McClenny, Levi D., Butt, Moiz I., Abdoelatef, M. Gomaa, Pate, Michal J., Yee, Kay L., Rajendran, Harikrishnan, Perez-Nunez, Delia, Jiang, Wen, Ortega, Luis H., McDeavitt, Sean M., and Ahmed, Karim

Subjects
Condensed Matter - Materials Science, Physics - Applied Physics
Abstract

Commercial nuclear power plants extensively rely on fission energy from uranium dioxide (UO2) fuel pellets that provide thermal energy; consequently, generating carbon-free power in current generation reactors. UO2 fuel incurs damage and fractures during operation due to large thermal gradients that develop across the fuel pellet during normal operation. The underlying mechanisms by which these processes take place are still poorly understood. This work is a part of our combined experimental and computational effort for quantifying the UO2 fuel fracture behavior induced by thermal shock. In this work, we describe an experimental study performed to understand the fuel fracturing behavior of sintered powder UO2 pellets when exposed to thermal shock conditions, as well as a multiphysics phase-field fracture model which accurately predicts the experimental results. Parametric studies and sensitivity analysis are used to assess uncertainty. Experimental data was collected from multiple experiments by exposing UO2 pellets to high-temperature conditions (900-1200C), which are subsequently quenched in sub-zero water. We exhibit that the fracture results gathered in the experimental setting can be consistently recreated by this work phase-field fracture model, demonstrating a reliable ability to our model in simulating the thermal shock gradients and subsequent fracture mechanics in the primary fuel source for Light-Water Reactors (LWRs). This model advanced the fundamental understanding of thermal shock and property correlations to advance utilization of UO2 as a fuel for nuclear reactors., Comment: Submitted to Journal of Nuclear Materials, in review

Published
2021
Full Text
View/download PDF

10. TensorDiffEq: Scalable Multi-GPU Forward and Inverse Solvers for Physics Informed Neural Networks

Author

McClenny, Levi D., Haile, Mulugeta A., and Braga-Neto, Ulisses M.

Subjects
Computer Science - Mathematical Software, Physics - Computational Physics
Abstract

Physics-Informed Neural Networks promise to revolutionize science and engineering practice, by introducing domain-aware deep machine learning models into scientific computation. Several software suites have emerged to make the implementation and usage of these architectures available to the research and industry communities. Here we introduce\linebreak TensorDiffEq, built on Tensorflow 2.x, which presents an intuitive Keras-like interface for problem domain definition, model definition, and solution of forward and inverse problems using physics-aware deep learning methods. TensorDiffEq takes full advantage of Tensorflow 2.x infrastructure for deployment on multiple GPUs, allowing the implementation of large high-dimensional and complex models. Simultaneously, TensorDiffEq supports the Keras API for custom neural network architecture definitions. In the case of smaller or simpler models, the package allows for rapid deployment on smaller-scale CPU platforms with negligible changes to the implementation scripts. We demonstrate the basic usage and capabilities of TensorDiffEq in solving forward, inverse, and data assimilation problems of varying sizes and levels of complexity. The source code is available at https://github.com/tensordiffeq., Comment: Source Code: https://github.com/tensordiffeq/TensorDiffEq, Documentation: https://docs.tensordiffeq.io

Published
2021

11. Is local review of positron emission tomography scans sufficient in diffuse large B‐cell lymphoma clinical trials? A CALGB 50303 analysis

Author

Pallawi Torka, Levi D. Pederson, Michael V. Knopp, David Poon, Jun Zhang, Brad S. Kahl, Howard R. Higley, Gary Kelloff, Jonathan W. Friedberg, Lawrence H. Schwartz, Wyndham H. Wilson, John P. Leonard, Nancy L. Bartlett, Heiko Schöder, and Amy S. Ruppert

Subjects
Deauville 5‐PS, interim PET, International Harmonization Project criteria, visual scoring system, ΔSUV, Neoplasms. Tumors. Oncology. Including cancer and carcinogens, RC254-282
Abstract

Abstract Background Quantitative methods of Fluorodeoxyglucose Positron Emission Tomography (FDG‐PET) interpretation, including the percent change in FDG uptake from baseline (ΔSUV), are under investigation in lymphoma to overcome challenges associated with visual scoring systems (VSS) such as the Deauville 5‐point scale (5‐PS). Methods In CALGB 50303, patients with DLBCL received frontline R‐CHOP or DA‐EPOCH‐R, and although there were no significant associations between interim PET responses assessed centrally after cycle 2 (iPET) using 5‐PS with progression‐free survival (PFS) or overall survival (OS), there were significant associations between central determinations of iPET ∆SUV with PFS/OS. In this patient cohort, we retrospectively compared local vs central iPET readings and evaluated associations between local imaging data and survival outcomes. Results Agreement between local and central review was moderate (kappa = 0.53) for VSS and high (kappa = 0.81) for ∆SUV categories (

Published
2023
Full Text
View/download PDF

13. Mixed responses to targeted therapy driven by chromosomal instability through p53 dysfunction and genome doubling

Author

Hobor, S, Al Bakir, M, Hiley, C, Skrzypski, M, Frankell, A, Bakker, B, Watkins, T, Markovets, A, Dry, J, Brown, A, van der Aart, J, van den Bos, H, Spierings, D, Oukrif, D, Novelli, M, Chakrabarti, T, Rabinowitz, A, Ait Hassou, L, Litiere, S, Kerr, D, Tan, L, Kelly, G, Moore, D, Renshaw, M, Venkatesan, S, Hill, W, Huebner, A, Martinez-Ruiz, C, Black, J, Wu, W, Angelova, M, Mcgranahan, N, Downward, J, Chmielecki, J, Barrett, C, Litchfield, K, Chew, S, Blakely, C, de Bruin, E, Foijer, F, Vousden, K, Bivona, T, Lester, J, Bajaj, A, Nakas, A, Sodha-Ramdeen, A, Tufail, M, Scotland, M, Boyles, R, Rathinam, S, Wilson, C, Marrone, D, Dulloo, S, Fennell, D, Matharu, G, Shaw, J, Boleti, E, Cheyne, H, Khalil, M, Richardson, S, Cruickshank, T, Price, G, Kerr, K, Benafif, S, French, J, Gilbert, K, Naidu, B, Patel, A, Osman, A, Enstone, C, Langman, G, Shackleford, H, Djearaman, M, Kadiri, S, Middleton, G, Leek, A, Hodgkinson, J, Totton, N, Montero, A, Smith, E, Fontaine, E, Granato, F, Paiva-Correia, A, Novasio, J, Rammohan, K, Joseph, L, Bishop, P, Shah, R, Moss, S, Joshi, V, Crosbie, P, Brown, K, Carter, M, Chaturvedi, A, Oliveira, P, Lindsay, C, Blackhall, F, Krebs, M, Summers, Y, Clipson, A, Tugwood, J, Kerr, A, Rothwell, D, Dive, C, Aerts, H, Schwarz, R, Kaufmann, T, Wilson, G, Rosenthal, R, Van Loo, P, Birkbak, N, Szallasi, Z, Kisistok, J, Sokac, M, Salgado, R, Diossy, M, Demeulemeester, J, Bunkum, A, Dwornik, A, Magness, A, Rowan, A, Karamani, A, Toncheva, A, Chain, B, Castignani, C, Bailey, C, Abbosh, C, Puttick, C, Weeden, C, Lee, C, Richard, C, Naceur-Lombardelli, C, Pearce, D, Karagianni, D, Biswas, D, Levi, D, Larose Cadieux, E, Lim, E, Colliver, E, Nye, E, Galvez-Cancino, F, Gimeno-Valiente, F, Kassiotis, G, Stavrou, G, Mastrokalos, G, Lowe, H, Matos, I, Noorani, I, Goldman, J, Reading, J, Rane, J, Nicod, J, Hartley, J, Peggs, K, Enfield, K, Selvaraju, K, Thol, K, Ng, K, Chen, K, Dijkstra, K, Grigoriadis, K, Thakkar, K, Ensell, L, Shah, M, Litovchenko, M, Jamal-Hanjani, M, Werner Sunderland, M, Huska, M, Hill, M, Dietzen, M, Leung, M, Escudero, M, Tanic, M, Sivakumar, M, Chervova, O, Lucas, O, Pich, O, Al-Sawaf, O, Prymas, P, Hobson, P, Pawlik, P, Stone, R, Bentham, R, Vendramin, R, Saghafinia, S, Gamble, S, Veeriah, S, Ung, S, Quezada, S, Vanloo, S, Hessey, S, Ward, S, Harries, S, Boeing, S, Beck, S, Bola, S, Karasaki, T, Denner, T, Marafioti, T, Jones, T, Spanswick, V, Barbe, V, Lu, W, Liu, W, Wu, Y, Naito, Y, Ramsden, Z, Veiga, C, Royle, G, Collins-Fekete, C, Fraioli, F, Ashford, P, Forster, M, Lee, S, Borg, E, Falzon, M, Papadatos-Pastos, D, Wilson, J, Ahmad, T, Procter, A, Ahmed, A, Taylor, M, Nair, A, Lawrence, D, Patrini, D, Navani, N, Thakrar, R, Janes, S, Martinoni Hoogenboom, E, Monk, F, Holding, J, Choudhary, J, Bhakhri, K, Scarci, M, Gorman, P, Khiroya, R, Stephens, R, Wong, Y, Kaplar, Z, Bandula, S, Hackshaw, A, Hacker, A, Sharp, A, Smith, S, Kaur Dhanda, H, Pilotti, C, Leslie, R, Grapa, A, Zhang, H, Abduljabbar, K, Pan, X, Yuan, Y, Chuter, D, Mackenzie, M, Chee, S, Alzetani, A, Cave, J, Richards, J, De Sousa, P, Jordan, S, Rice, A, Raubenheimer, H, Bhayani, H, Ambrose, L, Devaraj, A, Chavan, H, Begum, S, Buderi, S, Kaniu, D, Malima, M, Booth, S, Nicholson, A, Fernandes, N, Shah, P, Proli, C, Hewish, M, Danson, S, Shackcloth, M, Robinson, L, Russell, P, Blyth, K, Kidd, A, Dick, C, Le Quesne, J, Kirk, A, Asif, M, Bilancia, R, Kostoulas, N, Thomas, M, Hynds, R, Kanu, N, Zaccaria, S, Gronroos, E, Swanton, C, Hobor S., Al Bakir M., Hiley C. T., Skrzypski M., Frankell A. M., Bakker B., Watkins T. B. K., Markovets A., Dry J. R., Brown A. P., van der Aart J., van den Bos H., Spierings D., Oukrif D., Novelli M., Chakrabarti T., Rabinowitz A. H., Ait Hassou L., Litiere S., Kerr D. L., Tan L., Kelly G., Moore D. A., Renshaw M. J., Venkatesan S., Hill W., Huebner A., Martinez-Ruiz C., Black J. R. M., Wu W., Angelova M., McGranahan N., Downward J., Chmielecki J., Barrett C., Litchfield K., Chew S. K., Blakely C. M., de Bruin E. C., Foijer F., Vousden K. H., Bivona T. G., Lester J. F., Bajaj A., Nakas A., Sodha-Ramdeen A., Tufail M., Scotland M., Boyles R., Rathinam S., Wilson C., Marrone D., Dulloo S., Fennell D. A., Matharu G., Shaw J. A., Boleti E., Cheyne H., Khalil M., Richardson S., Cruickshank T., Price G., Kerr K. M., Benafif S., French J., Gilbert K., Naidu B., Patel A. J., Osman A., Enstone C., Langman G., Shackleford H., Djearaman M., Kadiri S., Middleton G., Leek A., Hodgkinson J. D., Totton N., Montero A., Smith E., Fontaine E., Granato F., Paiva-Correia A., Novasio J., Rammohan K., Joseph L., Bishop P., Shah R., Moss S., Joshi V., Crosbie P. A. J., Brown K. D., Carter M., Chaturvedi A., Oliveira P., Lindsay C. R., Blackhall F. H., Krebs M. G., Summers Y., Clipson A., Tugwood J., Kerr A., Rothwell D. G., Dive C., Aerts H. J. W. L., Schwarz R. F., Kaufmann T. L., Wilson G. A., Rosenthal R., Van Loo P., Birkbak N. J., Szallasi Z., Kisistok J., Sokac M., Salgado R., Diossy M., Demeulemeester J., Bunkum A., Dwornik A., Magness A., Rowan A. J., Karamani A., Toncheva A., Chain B., Castignani C., Bailey C., Abbosh C., Puttick C., Weeden C. E., Lee C., Richard C., Naceur-Lombardelli C., Pearce D. R., Karagianni D., Biswas D., Levi D., Larose Cadieux E., Lim E. L., Colliver E., Nye E., Galvez-Cancino F., Gimeno-Valiente F., Kassiotis G., Stavrou G., Mastrokalos G. -T., Lowe H. L., Matos I. G., Noorani I., Goldman J., Reading J. L., Rane J. K., Nicod J., Hartley J. A., Peggs K. S., Enfield K. S. S., Selvaraju K., Thol K., Ng K. W., Chen K., Dijkstra K., Grigoriadis K., Thakkar K., Ensell L., Shah M., Litovchenko M., Jamal-Hanjani M., Werner Sunderland M., Huska M. R., Hill M. S., Dietzen M., Leung M. M., Escudero M., Tanic M., Sivakumar M., Chervova O., Lucas O., Pich O., Al-Sawaf O., Prymas P., Hobson P., Pawlik P., Stone R. K., Bentham R., Vendramin R., Saghafinia S., Gamble S., Veeriah S., Ung S. K. A., Quezada S. A., Vanloo S., Hessey S., Ward S., Harries S., Boeing S., Beck S., Bola S. K., Karasaki T., Denner T., Marafioti T., Jones T. P., Spanswick V., Barbe V., Lu W. -T., Liu W. K., Wu Y., Naito Y., Ramsden Z., Veiga C., Royle G., Collins-Fekete C. -A., Fraioli F., Ashford P., Forster M. D., Lee S. M., Borg E., Falzon M., Papadatos-Pastos D., Wilson J., Ahmad T., Procter A. J., Ahmed A., Taylor M. N., Nair A., Lawrence D., Patrini D., Navani N., Thakrar R. M., Janes S. M., Martinoni Hoogenboom E., Monk F., Holding J. W., Choudhary J., Bhakhri K., Scarci M., Gorman P., Khiroya R., Stephens R. C. M., Wong Y. N. S., Kaplar Z., Bandula S., Hackshaw A., Hacker A. -M., Sharp A., Smith S., Kaur Dhanda H., Pilotti C., Leslie R., Grapa A., Zhang H., AbdulJabbar K., Pan X., Yuan Y., Chuter D., MacKenzie M., Chee S., Alzetani A., Cave J., Richards J., Lim E., De Sousa P., Jordan S., Rice A., Raubenheimer H., Bhayani H., Ambrose L., Devaraj A., Chavan H., Begum S., Buderi S. I., Kaniu D., Malima M., Booth S., Nicholson A. G., Fernandes N., Shah P., Proli C., Hewish M., Danson S., Shackcloth M. J., Robinson L., Russell P., Blyth K. G., Kidd A., Dick C., Le Quesne J., Kirk A., Asif M., Bilancia R., Kostoulas N., Thomas M., Hynds R. E., Kanu N., Zaccaria S., Gronroos E., Swanton C., Hobor, S, Al Bakir, M, Hiley, C, Skrzypski, M, Frankell, A, Bakker, B, Watkins, T, Markovets, A, Dry, J, Brown, A, van der Aart, J, van den Bos, H, Spierings, D, Oukrif, D, Novelli, M, Chakrabarti, T, Rabinowitz, A, Ait Hassou, L, Litiere, S, Kerr, D, Tan, L, Kelly, G, Moore, D, Renshaw, M, Venkatesan, S, Hill, W, Huebner, A, Martinez-Ruiz, C, Black, J, Wu, W, Angelova, M, Mcgranahan, N, Downward, J, Chmielecki, J, Barrett, C, Litchfield, K, Chew, S, Blakely, C, de Bruin, E, Foijer, F, Vousden, K, Bivona, T, Lester, J, Bajaj, A, Nakas, A, Sodha-Ramdeen, A, Tufail, M, Scotland, M, Boyles, R, Rathinam, S, Wilson, C, Marrone, D, Dulloo, S, Fennell, D, Matharu, G, Shaw, J, Boleti, E, Cheyne, H, Khalil, M, Richardson, S, Cruickshank, T, Price, G, Kerr, K, Benafif, S, French, J, Gilbert, K, Naidu, B, Patel, A, Osman, A, Enstone, C, Langman, G, Shackleford, H, Djearaman, M, Kadiri, S, Middleton, G, Leek, A, Hodgkinson, J, Totton, N, Montero, A, Smith, E, Fontaine, E, Granato, F, Paiva-Correia, A, Novasio, J, Rammohan, K, Joseph, L, Bishop, P, Shah, R, Moss, S, Joshi, V, Crosbie, P, Brown, K, Carter, M, Chaturvedi, A, Oliveira, P, Lindsay, C, Blackhall, F, Krebs, M, Summers, Y, Clipson, A, Tugwood, J, Kerr, A, Rothwell, D, Dive, C, Aerts, H, Schwarz, R, Kaufmann, T, Wilson, G, Rosenthal, R, Van Loo, P, Birkbak, N, Szallasi, Z, Kisistok, J, Sokac, M, Salgado, R, Diossy, M, Demeulemeester, J, Bunkum, A, Dwornik, A, Magness, A, Rowan, A, Karamani, A, Toncheva, A, Chain, B, Castignani, C, Bailey, C, Abbosh, C, Puttick, C, Weeden, C, Lee, C, Richard, C, Naceur-Lombardelli, C, Pearce, D, Karagianni, D, Biswas, D, Levi, D, Larose Cadieux, E, Lim, E, Colliver, E, Nye, E, Galvez-Cancino, F, Gimeno-Valiente, F, Kassiotis, G, Stavrou, G, Mastrokalos, G, Lowe, H, Matos, I, Noorani, I, Goldman, J, Reading, J, Rane, J, Nicod, J, Hartley, J, Peggs, K, Enfield, K, Selvaraju, K, Thol, K, Ng, K, Chen, K, Dijkstra, K, Grigoriadis, K, Thakkar, K, Ensell, L, Shah, M, Litovchenko, M, Jamal-Hanjani, M, Werner Sunderland, M, Huska, M, Hill, M, Dietzen, M, Leung, M, Escudero, M, Tanic, M, Sivakumar, M, Chervova, O, Lucas, O, Pich, O, Al-Sawaf, O, Prymas, P, Hobson, P, Pawlik, P, Stone, R, Bentham, R, Vendramin, R, Saghafinia, S, Gamble, S, Veeriah, S, Ung, S, Quezada, S, Vanloo, S, Hessey, S, Ward, S, Harries, S, Boeing, S, Beck, S, Bola, S, Karasaki, T, Denner, T, Marafioti, T, Jones, T, Spanswick, V, Barbe, V, Lu, W, Liu, W, Wu, Y, Naito, Y, Ramsden, Z, Veiga, C, Royle, G, Collins-Fekete, C, Fraioli, F, Ashford, P, Forster, M, Lee, S, Borg, E, Falzon, M, Papadatos-Pastos, D, Wilson, J, Ahmad, T, Procter, A, Ahmed, A, Taylor, M, Nair, A, Lawrence, D, Patrini, D, Navani, N, Thakrar, R, Janes, S, Martinoni Hoogenboom, E, Monk, F, Holding, J, Choudhary, J, Bhakhri, K, Scarci, M, Gorman, P, Khiroya, R, Stephens, R, Wong, Y, Kaplar, Z, Bandula, S, Hackshaw, A, Hacker, A, Sharp, A, Smith, S, Kaur Dhanda, H, Pilotti, C, Leslie, R, Grapa, A, Zhang, H, Abduljabbar, K, Pan, X, Yuan, Y, Chuter, D, Mackenzie, M, Chee, S, Alzetani, A, Cave, J, Richards, J, De Sousa, P, Jordan, S, Rice, A, Raubenheimer, H, Bhayani, H, Ambrose, L, Devaraj, A, Chavan, H, Begum, S, Buderi, S, Kaniu, D, Malima, M, Booth, S, Nicholson, A, Fernandes, N, Shah, P, Proli, C, Hewish, M, Danson, S, Shackcloth, M, Robinson, L, Russell, P, Blyth, K, Kidd, A, Dick, C, Le Quesne, J, Kirk, A, Asif, M, Bilancia, R, Kostoulas, N, Thomas, M, Hynds, R, Kanu, N, Zaccaria, S, Gronroos, E, Swanton, C, Hobor S., Al Bakir M., Hiley C. T., Skrzypski M., Frankell A. M., Bakker B., Watkins T. B. K., Markovets A., Dry J. R., Brown A. P., van der Aart J., van den Bos H., Spierings D., Oukrif D., Novelli M., Chakrabarti T., Rabinowitz A. H., Ait Hassou L., Litiere S., Kerr D. L., Tan L., Kelly G., Moore D. A., Renshaw M. J., Venkatesan S., Hill W., Huebner A., Martinez-Ruiz C., Black J. R. M., Wu W., Angelova M., McGranahan N., Downward J., Chmielecki J., Barrett C., Litchfield K., Chew S. K., Blakely C. M., de Bruin E. C., Foijer F., Vousden K. H., Bivona T. G., Lester J. F., Bajaj A., Nakas A., Sodha-Ramdeen A., Tufail M., Scotland M., Boyles R., Rathinam S., Wilson C., Marrone D., Dulloo S., Fennell D. A., Matharu G., Shaw J. A., Boleti E., Cheyne H., Khalil M., Richardson S., Cruickshank T., Price G., Kerr K. M., Benafif S., French J., Gilbert K., Naidu B., Patel A. J., Osman A., Enstone C., Langman G., Shackleford H., Djearaman M., Kadiri S., Middleton G., Leek A., Hodgkinson J. D., Totton N., Montero A., Smith E., Fontaine E., Granato F., Paiva-Correia A., Novasio J., Rammohan K., Joseph L., Bishop P., Shah R., Moss S., Joshi V., Crosbie P. A. J., Brown K. D., Carter M., Chaturvedi A., Oliveira P., Lindsay C. R., Blackhall F. H., Krebs M. G., Summers Y., Clipson A., Tugwood J., Kerr A., Rothwell D. G., Dive C., Aerts H. J. W. L., Schwarz R. F., Kaufmann T. L., Wilson G. A., Rosenthal R., Van Loo P., Birkbak N. J., Szallasi Z., Kisistok J., Sokac M., Salgado R., Diossy M., Demeulemeester J., Bunkum A., Dwornik A., Magness A., Rowan A. J., Karamani A., Toncheva A., Chain B., Castignani C., Bailey C., Abbosh C., Puttick C., Weeden C. E., Lee C., Richard C., Naceur-Lombardelli C., Pearce D. R., Karagianni D., Biswas D., Levi D., Larose Cadieux E., Lim E. L., Colliver E., Nye E., Galvez-Cancino F., Gimeno-Valiente F., Kassiotis G., Stavrou G., Mastrokalos G. -T., Lowe H. L., Matos I. G., Noorani I., Goldman J., Reading J. L., Rane J. K., Nicod J., Hartley J. A., Peggs K. S., Enfield K. S. S., Selvaraju K., Thol K., Ng K. W., Chen K., Dijkstra K., Grigoriadis K., Thakkar K., Ensell L., Shah M., Litovchenko M., Jamal-Hanjani M., Werner Sunderland M., Huska M. R., Hill M. S., Dietzen M., Leung M. M., Escudero M., Tanic M., Sivakumar M., Chervova O., Lucas O., Pich O., Al-Sawaf O., Prymas P., Hobson P., Pawlik P., Stone R. K., Bentham R., Vendramin R., Saghafinia S., Gamble S., Veeriah S., Ung S. K. A., Quezada S. A., Vanloo S., Hessey S., Ward S., Harries S., Boeing S., Beck S., Bola S. K., Karasaki T., Denner T., Marafioti T., Jones T. P., Spanswick V., Barbe V., Lu W. -T., Liu W. K., Wu Y., Naito Y., Ramsden Z., Veiga C., Royle G., Collins-Fekete C. -A., Fraioli F., Ashford P., Forster M. D., Lee S. M., Borg E., Falzon M., Papadatos-Pastos D., Wilson J., Ahmad T., Procter A. J., Ahmed A., Taylor M. N., Nair A., Lawrence D., Patrini D., Navani N., Thakrar R. M., Janes S. M., Martinoni Hoogenboom E., Monk F., Holding J. W., Choudhary J., Bhakhri K., Scarci M., Gorman P., Khiroya R., Stephens R. C. M., Wong Y. N. S., Kaplar Z., Bandula S., Hackshaw A., Hacker A. -M., Sharp A., Smith S., Kaur Dhanda H., Pilotti C., Leslie R., Grapa A., Zhang H., AbdulJabbar K., Pan X., Yuan Y., Chuter D., MacKenzie M., Chee S., Alzetani A., Cave J., Richards J., Lim E., De Sousa P., Jordan S., Rice A., Raubenheimer H., Bhayani H., Ambrose L., Devaraj A., Chavan H., Begum S., Buderi S. I., Kaniu D., Malima M., Booth S., Nicholson A. G., Fernandes N., Shah P., Proli C., Hewish M., Danson S., Shackcloth M. J., Robinson L., Russell P., Blyth K. G., Kidd A., Dick C., Le Quesne J., Kirk A., Asif M., Bilancia R., Kostoulas N., Thomas M., Hynds R. E., Kanu N., Zaccaria S., Gronroos E., and Swanton C.

Abstract

The phenomenon of mixed/heterogenous treatment responses to cancer therapies within an individual patient presents a challenging clinical scenario. Furthermore, the molecular basis of mixed intra-patient tumor responses remains unclear. Here, we show that patients with metastatic lung adenocarcinoma harbouring co-mutations of EGFR and TP53, are more likely to have mixed intra-patient tumor responses to EGFR tyrosine kinase inhibition (TKI), compared to those with an EGFR mutation alone. The combined presence of whole genome doubling (WGD) and TP53 co-mutations leads to increased genome instability and genomic copy number aberrations in genes implicated in EGFR TKI resistance. Using mouse models and an in vitro isogenic p53-mutant model system, we provide evidence that WGD provides diverse routes to drug resistance by increasing the probability of acquiring copy-number gains or losses relative to non-WGD cells. These data provide a molecular basis for mixed tumor responses to targeted therapy, within an individual patient, with implications for therapeutic strategies.

Published
2024

14. The artificial intelligence-based model ANORAK improves histopathological grading of lung adenocarcinoma

Author

Pan, X, Abduljabbar, K, Coelho-Lima, J, Grapa, A, Zhang, H, Cheung, A, Baena, J, Karasaki, T, Wilson, C, Sereno, M, Veeriah, S, Aitken, S, Hackshaw, A, Nicholson, A, Jamal-Hanjani, M, Le Quesne, J, Janes, S, Hacker, A, Sharp, A, Smith, S, Dhanda, H, Chan, K, Pilotti, C, Leslie, R, Chuter, D, Mackenzie, M, Chee, S, Alzetani, A, Lim, E, De Sousa, P, Jordan, S, Rice, A, Raubenheimer, H, Bhayani, H, Ambrose, L, Devaraj, A, Chavan, H, Begum, S, Buderi, S, Kaniu, D, Malima, M, Booth, S, Fernandes, N, Shah, P, Proli, C, Hewish, M, Danson, S, Shackcloth, M, Robinson, L, Russell, P, Blyth, K, Kidd, A, Kirk, A, Asif, M, Bilancia, R, Kostoulas, N, Thomas, M, Dick, C, Lester, J, Bajaj, A, Nakas, A, Sodha-Ramdeen, A, Tufail, M, Scotland, M, Boyles, R, Rathinam, S, Fennell, D, Marrone, D, Dulloo, S, Matharu, G, Shaw, J, Riley, J, Primrose, L, Boleti, E, Cheyne, H, Khalil, M, Richardson, S, Cruickshank, T, Price, G, Kerr, K, Benafif, S, Papadatos-Pastos, D, Wilson, J, Ahmad, T, French, J, Gilbert, K, Naidu, B, Patel, A, Osman, A, Lacson, C, Langman, G, Shackleford, H, Djearaman, M, Kadiri, S, Middleton, G, Leek, A, Hodgkinson, J, Totten, N, Montero, A, Smith, E, Fontaine, E, Granato, F, Novasio, J, Rammohan, K, Joseph, L, Bishop, P, Shah, R, Moss, S, Joshi, V, Crosbie, P, Paiva-Correia, A, Chaturvedi, A, Priest, L, Oliveira, P, Gomes, F, Brown, K, Carter, M, Lindsay, C, Blackhall, F, Krebs, M, Summers, Y, Clipson, A, Tugwood, J, Kerr, A, Rothwell, D, Dive, C, Aerts, H, Schwarz, R, Kaufmann, T, Van Loo, P, Wilson, G, Rosenthal, R, Rowan, A, Bailey, C, Lee, C, Colliver, E, Enfield, K, Hill, M, Angelova, M, Pich, O, Leung, M, Frankell, A, Hiley, C, Zhai, H, Bakir, M, Birkbak, N, Lucas, O, Huebner, A, Puttick, C, Grigoriadis, K, Dietzen, M, Biswas, D, Athanasopoulou, F, Ward, S, Demeulemeester, J, Castignani, C, Cadieux, E, Kisistok, J, Sokac, M, Szallasi, Z, Diossy, M, Salgado, R, Stewart, A, Magness, A, Weeden, C, Levi, D, Gronroos, E, Noorani, I, Goldman, J, Escudero, M, Hobson, P, Vendramin, R, Boeing, S, Denner, T, Barbe, V, Lu, W, Hill, W, Naito, Y, Ramsden, Z, Kassiotis, G, Dwornik, A, Karamani, A, Chain, B, Pearce, D, Karagianni, D, Galvez-Cancino, F, Stavrou, G, Mastrokalos, G, Lowe, H, Matos, I, Reading, J, Hartley, J, Selvaraju, K, Chen, K, Ensell, L, Shah, M, Litovchenko, M, Chervova, O, Pawlik, P, Hynds, R, Gamble, S, Ung, S, Bola, S, Spanswick, V, Wu, Y, Al-Sawaf, O, Jones, T, Beck, S, Tanic, M, Marafioti, T, Borg, E, Falzon, M, Khiroya, R, Toncheva, A, Abbosh, C, Richard, C, Naceur-Lombardelli, C, Gimeno-Valiente, F, Thakkar, K, Sunderland, M, Sivakumar, M, Kanu, N, Prymas, P, Saghafinia, S, Vanloo, S, Lam, J, Liu, W, Bunkum, A, Hessey, S, Zaccaria, S, Martinez-Ruiz, C, Black, J, Thol, K, Bentham, R, Litchfield, K, Mcgranahan, N, Quezada, S, Forster, M, Lee, S, Herrero, J, Nye, E, Stone, R, Nicod, J, Rane, J, Peggs, K, Ng, K, Dijkstra, K, Huska, M, Hoogenboom, E, Monk, F, Holding, J, Choudhary, J, Bhakhri, K, Scarci, M, Gorman, P, Stephens, R, Wong, Y, Kaplar, Z, Bandula, S, Watkins, T, Veiga, C, Royle, G, Collins-Fekete, C, Fraioli, F, Ashford, P, Procter, A, Ahmed, A, Taylor, M, Nair, A, Lawrence, D, Patrini, D, Navani, N, Thakrar, R, Swanton, C, Yuan, Y, Moore, D, Pan X., AbdulJabbar K., Coelho-Lima J., Grapa A. -I., Zhang H., Cheung A. H. K., Baena J., Karasaki T., Wilson C. R., Sereno M., Veeriah S., Aitken S. J., Hackshaw A., Nicholson A. G., Jamal-Hanjani M., Le Quesne J., Janes S. M., Hacker A. -M., Sharp A., Smith S., Dhanda H. K., Chan K., Pilotti C., Leslie R., Chuter D., MacKenzie M., Chee S., Alzetani A., Lim E., De Sousa P., Jordan S., Rice A., Raubenheimer H., Bhayani H., Ambrose L., Devaraj A., Chavan H., Begum S., Buderi S. I., Kaniu D., Malima M., Booth S., Fernandes N., Shah P., Proli C., Hewish M., Danson S., Shackcloth M. J., Robinson L., Russell P., Blyth K. G., Kidd A., Kirk A., Asif M., Bilancia R., Kostoulas N., Thomas M., Dick C., Lester J. F., Bajaj A., Nakas A., Sodha-Ramdeen A., Tufail M., Scotland M., Boyles R., Rathinam S., Fennell D. A., Wilson C., Marrone D., Dulloo S., Matharu G., Shaw J. A., Riley J., Primrose L., Boleti E., Cheyne H., Khalil M., Richardson S., Cruickshank T., Price G., Kerr K. M., Benafif S., Papadatos-Pastos D., Wilson J., Ahmad T., French J., Gilbert K., Naidu B., Patel A. J., Osman A., Lacson C., Langman G., Shackleford H., Djearaman M., Kadiri S., Middleton G., Leek A., Hodgkinson J. D., Totten N., Montero A., Smith E., Fontaine E., Granato F., Novasio J., Rammohan K., Joseph L., Bishop P., Shah R., Moss S., Joshi V., Crosbie P., Paiva-Correia A., Chaturvedi A., Priest L., Oliveira P., Gomes F., Brown K., Carter M., Lindsay C. R., Blackhall F. H., Krebs M. G., Summers Y., Clipson A., Tugwood J., Kerr A., Rothwell D. G., Dive C., Aerts H. J. W. L., Schwarz R. F., Kaufmann T. L., Van Loo P., Wilson G. A., Rosenthal R., Rowan A., Bailey C., Lee C., Colliver E., Enfield K. S. S., Hill M. S., Angelova M., Pich O., Leung M., Frankell A. M., Hiley C. T., Lim E. L., Zhai H., Bakir M. A., Birkbak N. J., Lucas O., Huebner A., Puttick C., Grigoriadis K., Dietzen M., Biswas D., Athanasopoulou F., Ward S., Demeulemeester J., Castignani C., Cadieux E. L., Kisistok J., Sokac M., Szallasi Z., Diossy M., Salgado R., Stewart A., Magness A., Weeden C. E., Levi D., Gronroos E., Noorani I., Goldman J., Escudero M., Hobson P., Vendramin R., Boeing S., Denner T., Barbe V., Lu W. -T., Hill W., Naito Y., Ramsden Z., Kassiotis G., Dwornik A., Karamani A., Chain B., Pearce D. R., Karagianni D., Galvez-Cancino F., Stavrou G., Mastrokalos G., Lowe H. L., Matos I. G., Reading J. L., Hartley J. A., Selvaraju K., Chen K., Ensell L., Shah M., Litovchenko M., Chervova O., Pawlik P., Hynds R. E., Gamble S., Ung S. K. A., Bola S. K., Spanswick V., Wu Y., Al-Sawaf O., Jones T. P., Beck S., Tanic M., Marafioti T., Borg E., Falzon M., Khiroya R., Toncheva A., Abbosh C., Richard C., Naceur-Lombardelli C., Gimeno-Valiente F., Thakkar K., Sunderland M. W., Sivakumar M., Kanu N., Prymas P., Saghafinia S., Vanloo S., Lam J. M., Liu W. K., Bunkum A., Hessey S., Zaccaria S., Martinez-Ruiz C., Black J. R. M., Thol K., Bentham R., Litchfield K., McGranahan N., Quezada S. A., Forster M. D., Lee S. M., Herrero J., Nye E., Stone R. K., Nicod J., Rane J. K., Peggs K. S., Ng K. W., Dijkstra K., Huska M. R., Hoogenboom E. M., Monk F., Holding J. W., Choudhary J., Bhakhri K., Scarci M., Gorman P., Stephens R. C. M., Wong Y. N. S., Kaplar Z., Bandula S., Watkins T. B. K., Veiga C., Royle G., Collins-Fekete C. -A., Fraioli F., Ashford P., Procter A. J., Ahmed A., Taylor M. N., Nair A., Lawrence D., Patrini D., Navani N., Thakrar R. M., Swanton C., Yuan Y., Moore D. A., Pan, X, Abduljabbar, K, Coelho-Lima, J, Grapa, A, Zhang, H, Cheung, A, Baena, J, Karasaki, T, Wilson, C, Sereno, M, Veeriah, S, Aitken, S, Hackshaw, A, Nicholson, A, Jamal-Hanjani, M, Le Quesne, J, Janes, S, Hacker, A, Sharp, A, Smith, S, Dhanda, H, Chan, K, Pilotti, C, Leslie, R, Chuter, D, Mackenzie, M, Chee, S, Alzetani, A, Lim, E, De Sousa, P, Jordan, S, Rice, A, Raubenheimer, H, Bhayani, H, Ambrose, L, Devaraj, A, Chavan, H, Begum, S, Buderi, S, Kaniu, D, Malima, M, Booth, S, Fernandes, N, Shah, P, Proli, C, Hewish, M, Danson, S, Shackcloth, M, Robinson, L, Russell, P, Blyth, K, Kidd, A, Kirk, A, Asif, M, Bilancia, R, Kostoulas, N, Thomas, M, Dick, C, Lester, J, Bajaj, A, Nakas, A, Sodha-Ramdeen, A, Tufail, M, Scotland, M, Boyles, R, Rathinam, S, Fennell, D, Marrone, D, Dulloo, S, Matharu, G, Shaw, J, Riley, J, Primrose, L, Boleti, E, Cheyne, H, Khalil, M, Richardson, S, Cruickshank, T, Price, G, Kerr, K, Benafif, S, Papadatos-Pastos, D, Wilson, J, Ahmad, T, French, J, Gilbert, K, Naidu, B, Patel, A, Osman, A, Lacson, C, Langman, G, Shackleford, H, Djearaman, M, Kadiri, S, Middleton, G, Leek, A, Hodgkinson, J, Totten, N, Montero, A, Smith, E, Fontaine, E, Granato, F, Novasio, J, Rammohan, K, Joseph, L, Bishop, P, Shah, R, Moss, S, Joshi, V, Crosbie, P, Paiva-Correia, A, Chaturvedi, A, Priest, L, Oliveira, P, Gomes, F, Brown, K, Carter, M, Lindsay, C, Blackhall, F, Krebs, M, Summers, Y, Clipson, A, Tugwood, J, Kerr, A, Rothwell, D, Dive, C, Aerts, H, Schwarz, R, Kaufmann, T, Van Loo, P, Wilson, G, Rosenthal, R, Rowan, A, Bailey, C, Lee, C, Colliver, E, Enfield, K, Hill, M, Angelova, M, Pich, O, Leung, M, Frankell, A, Hiley, C, Zhai, H, Bakir, M, Birkbak, N, Lucas, O, Huebner, A, Puttick, C, Grigoriadis, K, Dietzen, M, Biswas, D, Athanasopoulou, F, Ward, S, Demeulemeester, J, Castignani, C, Cadieux, E, Kisistok, J, Sokac, M, Szallasi, Z, Diossy, M, Salgado, R, Stewart, A, Magness, A, Weeden, C, Levi, D, Gronroos, E, Noorani, I, Goldman, J, Escudero, M, Hobson, P, Vendramin, R, Boeing, S, Denner, T, Barbe, V, Lu, W, Hill, W, Naito, Y, Ramsden, Z, Kassiotis, G, Dwornik, A, Karamani, A, Chain, B, Pearce, D, Karagianni, D, Galvez-Cancino, F, Stavrou, G, Mastrokalos, G, Lowe, H, Matos, I, Reading, J, Hartley, J, Selvaraju, K, Chen, K, Ensell, L, Shah, M, Litovchenko, M, Chervova, O, Pawlik, P, Hynds, R, Gamble, S, Ung, S, Bola, S, Spanswick, V, Wu, Y, Al-Sawaf, O, Jones, T, Beck, S, Tanic, M, Marafioti, T, Borg, E, Falzon, M, Khiroya, R, Toncheva, A, Abbosh, C, Richard, C, Naceur-Lombardelli, C, Gimeno-Valiente, F, Thakkar, K, Sunderland, M, Sivakumar, M, Kanu, N, Prymas, P, Saghafinia, S, Vanloo, S, Lam, J, Liu, W, Bunkum, A, Hessey, S, Zaccaria, S, Martinez-Ruiz, C, Black, J, Thol, K, Bentham, R, Litchfield, K, Mcgranahan, N, Quezada, S, Forster, M, Lee, S, Herrero, J, Nye, E, Stone, R, Nicod, J, Rane, J, Peggs, K, Ng, K, Dijkstra, K, Huska, M, Hoogenboom, E, Monk, F, Holding, J, Choudhary, J, Bhakhri, K, Scarci, M, Gorman, P, Stephens, R, Wong, Y, Kaplar, Z, Bandula, S, Watkins, T, Veiga, C, Royle, G, Collins-Fekete, C, Fraioli, F, Ashford, P, Procter, A, Ahmed, A, Taylor, M, Nair, A, Lawrence, D, Patrini, D, Navani, N, Thakrar, R, Swanton, C, Yuan, Y, Moore, D, Pan X., AbdulJabbar K., Coelho-Lima J., Grapa A. -I., Zhang H., Cheung A. H. K., Baena J., Karasaki T., Wilson C. R., Sereno M., Veeriah S., Aitken S. J., Hackshaw A., Nicholson A. G., Jamal-Hanjani M., Le Quesne J., Janes S. M., Hacker A. -M., Sharp A., Smith S., Dhanda H. K., Chan K., Pilotti C., Leslie R., Chuter D., MacKenzie M., Chee S., Alzetani A., Lim E., De Sousa P., Jordan S., Rice A., Raubenheimer H., Bhayani H., Ambrose L., Devaraj A., Chavan H., Begum S., Buderi S. I., Kaniu D., Malima M., Booth S., Fernandes N., Shah P., Proli C., Hewish M., Danson S., Shackcloth M. J., Robinson L., Russell P., Blyth K. G., Kidd A., Kirk A., Asif M., Bilancia R., Kostoulas N., Thomas M., Dick C., Lester J. F., Bajaj A., Nakas A., Sodha-Ramdeen A., Tufail M., Scotland M., Boyles R., Rathinam S., Fennell D. A., Wilson C., Marrone D., Dulloo S., Matharu G., Shaw J. A., Riley J., Primrose L., Boleti E., Cheyne H., Khalil M., Richardson S., Cruickshank T., Price G., Kerr K. M., Benafif S., Papadatos-Pastos D., Wilson J., Ahmad T., French J., Gilbert K., Naidu B., Patel A. J., Osman A., Lacson C., Langman G., Shackleford H., Djearaman M., Kadiri S., Middleton G., Leek A., Hodgkinson J. D., Totten N., Montero A., Smith E., Fontaine E., Granato F., Novasio J., Rammohan K., Joseph L., Bishop P., Shah R., Moss S., Joshi V., Crosbie P., Paiva-Correia A., Chaturvedi A., Priest L., Oliveira P., Gomes F., Brown K., Carter M., Lindsay C. R., Blackhall F. H., Krebs M. G., Summers Y., Clipson A., Tugwood J., Kerr A., Rothwell D. G., Dive C., Aerts H. J. W. L., Schwarz R. F., Kaufmann T. L., Van Loo P., Wilson G. A., Rosenthal R., Rowan A., Bailey C., Lee C., Colliver E., Enfield K. S. S., Hill M. S., Angelova M., Pich O., Leung M., Frankell A. M., Hiley C. T., Lim E. L., Zhai H., Bakir M. A., Birkbak N. J., Lucas O., Huebner A., Puttick C., Grigoriadis K., Dietzen M., Biswas D., Athanasopoulou F., Ward S., Demeulemeester J., Castignani C., Cadieux E. L., Kisistok J., Sokac M., Szallasi Z., Diossy M., Salgado R., Stewart A., Magness A., Weeden C. E., Levi D., Gronroos E., Noorani I., Goldman J., Escudero M., Hobson P., Vendramin R., Boeing S., Denner T., Barbe V., Lu W. -T., Hill W., Naito Y., Ramsden Z., Kassiotis G., Dwornik A., Karamani A., Chain B., Pearce D. R., Karagianni D., Galvez-Cancino F., Stavrou G., Mastrokalos G., Lowe H. L., Matos I. G., Reading J. L., Hartley J. A., Selvaraju K., Chen K., Ensell L., Shah M., Litovchenko M., Chervova O., Pawlik P., Hynds R. E., Gamble S., Ung S. K. A., Bola S. K., Spanswick V., Wu Y., Al-Sawaf O., Jones T. P., Beck S., Tanic M., Marafioti T., Borg E., Falzon M., Khiroya R., Toncheva A., Abbosh C., Richard C., Naceur-Lombardelli C., Gimeno-Valiente F., Thakkar K., Sunderland M. W., Sivakumar M., Kanu N., Prymas P., Saghafinia S., Vanloo S., Lam J. M., Liu W. K., Bunkum A., Hessey S., Zaccaria S., Martinez-Ruiz C., Black J. R. M., Thol K., Bentham R., Litchfield K., McGranahan N., Quezada S. A., Forster M. D., Lee S. M., Herrero J., Nye E., Stone R. K., Nicod J., Rane J. K., Peggs K. S., Ng K. W., Dijkstra K., Huska M. R., Hoogenboom E. M., Monk F., Holding J. W., Choudhary J., Bhakhri K., Scarci M., Gorman P., Stephens R. C. M., Wong Y. N. S., Kaplar Z., Bandula S., Watkins T. B. K., Veiga C., Royle G., Collins-Fekete C. -A., Fraioli F., Ashford P., Procter A. J., Ahmed A., Taylor M. N., Nair A., Lawrence D., Patrini D., Navani N., Thakrar R. M., Swanton C., Yuan Y., and Moore D. A.

Abstract

The introduction of the International Association for the Study of Lung Cancer grading system has furthered interest in histopathological grading for risk stratification in lung adenocarcinoma. Complex morphology and high intratumoral heterogeneity present challenges to pathologists, prompting the development of artificial intelligence (AI) methods. Here we developed ANORAK (pyrAmid pooliNg crOss stReam Attention networK), encoding multiresolution inputs with an attention mechanism, to delineate growth patterns from hematoxylin and eosin-stained slides. In 1,372 lung adenocarcinomas across four independent cohorts, AI-based grading was prognostic of disease-free survival, and further assisted pathologists by consistently improving prognostication in stage I tumors. Tumors with discrepant patterns between AI and pathologists had notably higher intratumoral heterogeneity. Furthermore, ANORAK facilitates the morphological and spatial assessment of the acinar pattern, capturing acinus variations with pattern transition. Collectively, our AI method enabled the precision quantification and morphology investigation of growth patterns, reflecting intratumoral histological transitions in lung adenocarcinoma.

Published
2024

18. Classification of five-point differential-difference equations II

Author

Garifullin, R. N., Yamilov, R. I., and Levi, D.

Subjects
Nonlinear Sciences - Exactly Solvable and Integrable Systems
Abstract

Using the generalized symmetry method we finish a classification, started in the article [R.N. Garifullin, R.I. Yamilov and D. Levi, Classification of five-point differential-difference equations, J. Phys. A: Math. Theor. 50 (2017) 125201 (27pp)], of integrable autonomous five-point differential-difference equations. The resulting list, up to autonomous point transformations, contains 14 equations some of which seem to be new. We have found non-autonomous or non-point transformations relating most of the obtained equations among themselves as well as their generalized symmetries., Comment: 18 pages

Published
2017
Full Text
View/download PDF

19. CRISPR-Cas9 screen reveals a MYCN-amplified neuroblastoma dependency on EZH2

Author

Chen, Liying, Alexe, Gabriela, Dharia, Neekesh V, Ross, Linda, Iniguez, Amanda Balboni, Conway, Amy Saur, Wang, Emily Jue, Veschi, Veronica, Lam, Norris, Qi, Jun, Gustafson, W Clay, Nasholm, Nicole, Vazquez, Francisca, Weir, Barbara A, Cowley, Glenn S, Ali, Levi D, Pantel, Sasha, Jiang, Guozhi, Harrington, William F, Lee, Yenarae, Goodale, Amy, Lubonja, Rakela, Krill-Burger, John M, Meyers, Robin M, Tsherniak, Aviad, Root, David E, Bradner, James E, Golub, Todd R, Roberts, Charles WM, Hahn, William C, Weiss, William A, Thiele, Carol J, and Stegmaier, Kimberly

Subjects
Neuroblastoma, Rare Diseases, Human Genome, Cancer, Pediatric Cancer, Pediatric Research Initiative, Neurosciences, Pediatric, Genetics, 5.1 Pharmaceuticals, Development of treatments and therapeutic interventions, CRISPR-Cas Systems, Cell Differentiation, Cell Line, Tumor, Enhancer of Zeste Homolog 2 Protein, Gene Amplification, Gene Expression Regulation, Neoplastic, Humans, N-Myc Proto-Oncogene Protein, Neurons, Up-Regulation, Epigenetics, Oncology, Medical and Health Sciences, Immunology
Abstract

Pharmacologically difficult targets, such as MYC transcription factors, represent a major challenge in cancer therapy. For the childhood cancer neuroblastoma, amplification of the oncogene MYCN is associated with high-risk disease and poor prognosis. Here, we deployed genome-scale CRISPR-Cas9 screening of MYCN-amplified neuroblastoma and found a preferential dependency on genes encoding the polycomb repressive complex 2 (PRC2) components EZH2, EED, and SUZ12. Genetic and pharmacological suppression of EZH2 inhibited neuroblastoma growth in vitro and in vivo. Moreover, compared with neuroblastomas without MYCN amplification, MYCN-amplified neuroblastomas expressed higher levels of EZH2. ChIP analysis showed that MYCN binds at the EZH2 promoter, thereby directly driving expression. Transcriptomic and epigenetic analysis, as well as genetic rescue experiments, revealed that EZH2 represses neuronal differentiation in neuroblastoma in a PRC2-dependent manner. Moreover, MYCN-amplified and high-risk primary tumors from patients with neuroblastoma exhibited strong repression of EZH2-regulated genes. Additionally, overexpression of IGFBP3, a direct EZH2 target, suppressed neuroblastoma growth in vitro and in vivo. We further observed strong synergy between histone deacetylase inhibitors and EZH2 inhibitors. Together, these observations demonstrate that MYCN upregulates EZH2, leading to inactivation of a tumor suppressor program in neuroblastoma, and support testing EZH2 inhibitors in patients with MYCN-amplified neuroblastoma.

Published
2018

20. Oxaliplatin-Based Adjuvant Chemotherapy in Older Patients With Stage III Colon Cancer: An ACCENT/IDEA Pooled Analysis of 12 Trials

Author

Gallois, Claire, primary, Shi, Qian, additional, Pederson, Levi D., additional, André, Thierry, additional, Iveson, Timothy J., additional, Sobrero, Alberto F., additional, Alberts, Steven, additional, de Gramont, Aimery, additional, Meyerhardt, Jeffrey A., additional, George, Thomas, additional, Schmoll, Hans-Joachim E., additional, Souglakos, Ioannis, additional, Harkin, Andrea, additional, Labianca, Roberto, additional, Sinicrope, Frank A., additional, Oki, Eiji, additional, Shields, Anthony F., additional, Boukovinas, Ioannis, additional, Kerr, Rachel, additional, Lonardi, Sara, additional, Yothers, Greg, additional, Yoshino, Takayuki, additional, Goldberg, Richard M., additional, Taieb, Julien, additional, and Papamichael, Demetris, additional

Published
2024
Full Text
View/download PDF

22. Classification of five-point differential-difference equations

Author

Garifullin, R. N., Yamilov, R. I., and Levi, D.

Subjects
Nonlinear Sciences - Exactly Solvable and Integrable Systems
Abstract

Using the generalized symmetry method, we carry out, up to autonomous point transformations, the classification of integrable equations of a subclass of the autonomous five-point differential-difference equations. This subclass includes such well-known examples as the Itoh-Narita-Bogoyavlensky and the discrete Sawada-Kotera equations. The resulting list contains 17 equations some of which seem to be new. We have found non-point transformations relating most of the resulting equations among themselves and their generalized symmetries., Comment: 29 pages

Published
2016
Full Text
View/download PDF

23. Non-invertible transformations for the classification of differential-difference equations

Author

Garifullin, R. N., Yamilov, R. I., and Levi, D.

Subjects
Nonlinear Sciences - Exactly Solvable and Integrable Systems, Mathematical Physics, 39-xx, 37K35
Abstract

We discuss aspects of the theory of non-invertible transformations which enter in the problem of classification of diffe\-ren\-tial-difference equations and, in particular, the notion of Miura type transformation. We introduce the concept of non--Miura type linearizable transformation and we present techniques which allow one to construct simple linearizable transformations and help us to solve the classification problem. This theory is illustrated by the example of a new integrable differential--difference equation depending on 5 lattice points, interesting from the viewpoint of the non-invertible transformation which relate it to an Itoh--Narita--Bogoyavlensky equation.

Published
2016
Full Text
View/download PDF

24. Prediction of postnatal circulation in pulmonary atresia/critical stenosis with intact ventricular septum: systematic review and external validation of models

Author

Villalaín, Cecilia, Moon‐Grady, A. J., Herberg, U., Strainic, J., Cohen, J. L., Shah, A., Levi, D. S., Gómez Montes, María Enery, Herraiz García, Ignacio, Galindo Izquierdo, Alberto, Villalaín, Cecilia, Moon‐Grady, A. J., Herberg, U., Strainic, J., Cohen, J. L., Shah, A., Levi, D. S., Gómez Montes, María Enery, Herraiz García, Ignacio, and Galindo Izquierdo, Alberto

Abstract

ObjectiveA favorable postnatal prognosis in cases ofpulmonary atresia/critical stenosis with intact ventricu-lar septum (PA/CS-IVS) is generally equated with thepossibility of achieving biventricular (BV) repair. Identi-fication of fetuses that will have postnatal univentricular(UV) circulation is key for prenatal counseling, opti-mization of perinatal care and decision-making regardingfetal therapy. We aimed to evaluate the accuracy ofCorrespondence to:Dr C. Villala ́ın, Department of Obstetrics and Gynecology, Hospital Universitario 12 de Octubre, Avenida de C ́ordoba,Madrid 28041, Spain (e-mail: ceci.gvillalain@gmail.com)Accepted: 23 January 2023published models for predicting postnatal circulation inPA/CS-IVS using a large internationally derived validationcohort.MethodsThis was a systematic review of publisheduni- and multiparametric models for the predictionof postnatal circulation based on echocardiographicfindings at between 20 and 28 weeks of gestation.Models were externally validated using data fromthe International Fetal Cardiac Intervention Registry.Sensitivity, specificity, predictive values, area underthe receiver-operating-characteristics curves (AUCs) andproportion of cases with truevspredicted outcome werecalculated.ResultsEleven published studies that reported prog-nostic parameters of postnatal circulation were iden-tified. Models varied widely in terms of the mainoutcome (UV (n=3), non-BV (n=3), BV (n=3),right-ventricle-dependent coronary circulation (n=1) ortricuspid valve size at birth (n=1)) and in terms ofthe included predictors (single parameters only (n=6),multiparametric score (n=4) or both (n=1)), and weredeveloped on small sample sizes (range, 15 – 38). Ninemodels were validated externally given the availability ofthe required parameters in the validation cohort. Tricus-pid valve diameterZ-score, tricuspid regurgitation, ratiosbetween right and left cardiac structures and the presence. Postnatal circulation in pulmonary atresia15of ventr, Objetivo.Un pron ́ostico postnatal favorable en casos de atresia pulmonar/estenosis cr ́ıtica con tabique interventricularintacto (PA/CS-IVS, por sus siglas en ingl ́es) se equipara generalmente con la posibilidad de lograr una reparaci ́onbiventricular (BV). La identificaci ́on de los fetos que tendr ́an circulaci ́on univentricular (UV) postnatal es clave parael asesoramiento prenatal, la optimizaci ́on de los cuidados perinatales y la toma de decisiones relativas a la terapiafetal. El objetivo fue evaluar la precisi ́on de los modelos publicados para predecir la circulaci ́on postnatal en casos dePA/CS-IVS utilizando para ello una gran cohorte de validaci ́on estimada a partir de datos internacionales.M ́etodos.El estudio consisti ́oenunarevisi ́on sistem ́atica de los modelos uni- y multiparam ́etricos publicados para lapredicci ́on de la circulaci ́on postnatal basados en los hallazgos ecocardiogr ́aficos entre las semanas 20 y 28 de gestaci ́on.Los modelos se validaron externamente utilizando datos del Registro Internacional de Intervenciones Card ́ıacas Fetales.Se calcularon la sensibilidad, la especificidad, los valores predictivos, el ́area bajo las curvas (ABC) de caracter ́ısticasoperativas del receptor y la proporci ́on de casos con resultado verdadero frente a resultado pronosticado.Resultados.Se identificaron once estudios publicados en los que se hab ́ıan reportado par ́ametros pron ́osticos de lacirculaci ́on postnatal. Los modelos variaron ampliamente en cuanto al resultado principal (UV (n=3), no-BV (n=3), BV(n=3), la circulaci ́on coronaria dependiente del ventr ́ıculo derecho (n=1)oeltama ̃no de la v ́alvula tric ́uspide al nacer(n=1)) y en cuanto a los predictores incluidos (s ́olo par ́ametros ́unicos (n=6), puntuaci ́on multiparam ́etrica (n=4) oambos (n=1)), y se desarrollaron a partir de muestras peque ̃nas (rango, 15 – 38).Dada la disponibilidad de los par ́ametros requeridos en la cohorte de validaci ́on, se validaron externamente nuevemod, Depto. de Medicina, Fac. de Medicina, TRUE, pub, APC financiada por la UCM

Published
2024

26. Linearizability and fake Lax pair for a consistent around the cube nonlinear non-autonomous quad-graph equation

Author

Gubbiotti, G., Scimiterna, C., and Levi, D.

Subjects
Nonlinear Sciences - Exactly Solvable and Integrable Systems, Mathematical Physics, 39AXX, 70G65, 39A06, 37K10
Abstract

We discuss the linearization of a non-autonomous nonlinear partial difference equation belonging to the Boll classification of quad-graph equations consistent around the cube. We show that its Lax pair is fake. We present its generalized symmetries which turn out to be non-autonomous and depending on an arbitrary function of the dependent variables defined in two lattice points. These generalized symmetries are differential difference equations which, in some case, admit peculiar B\"acklund transformations., Comment: arXiv admin note: text overlap with arXiv:1311.2406 by other authors

Published
2015

29. Impact of Imaging Frequency on Progression Free Survival in Alliance Trials Enrolling Patients with Follicular Lymphoma

Author

Rutherford, Sarah C., primary, Yin, Jun, additional, Pederson, Levi D., additional, Blum, Kristie A., additional, Martin, Peter, additional, Jung, Sin-Ho, additional, Grant, Barbara, additional, Rosenbaum, Cara A, additional, Cheson, Bruce David, additional, Bartlett, Nancy L., additional, Mandrekar, Sumithra J, additional, and Leonard, John P., additional

Published
2024
Full Text
View/download PDF

30. On the integrability of a new lattice equation found by multiple scale analysis

Author

Scimiterna, C., Hay, M., and Levi, D.

Subjects
Nonlinear Sciences - Exactly Solvable and Integrable Systems, Mathematical Physics, 39A14, 34J10, 37K10
Abstract

In this paper we discuss the integrability properties of a nonlinear partial difference equation on the square obtained by the multiple scale integrability test from a class of multilinear dispersive equations defined on a four points lattice.

Published
2014
Full Text
View/download PDF

32. Body composition and lung cancer-associated cachexia in TRACERx

Author

Al-Sawaf, O, Weiss, J, Skrzypski, M, Lam, J, Karasaki, T, Zambrana, F, Kidd, A, Frankell, A, Watkins, T, Martinez-Ruiz, C, Puttick, C, Black, J, Huebner, A, Bakir, M, Sokac, M, Collins, S, Veeriah, S, Magno, N, Naceur-Lombardelli, C, Prymas, P, Toncheva, A, Ward, S, Jayanth, N, Salgado, R, Bridge, C, Christiani, D, Mak, R, Bay, C, Rosenthal, M, Sattar, N, Welsh, P, Liu, Y, Perrimon, N, Popuri, K, Beg, M, Mcgranahan, N, Hackshaw, A, Breen, D, O'Rahilly, S, Birkbak, N, Aerts, H, Lester, J, Bajaj, A, Nakas, A, Sodha-Ramdeen, A, Ang, K, Tufail, M, Chowdhry, M, Scotland, M, Boyles, R, Rathinam, S, Wilson, C, Marrone, D, Dulloo, S, Fennell, D, Matharu, G, Shaw, J, Riley, J, Primrose, L, Boleti, E, Cheyne, H, Khalil, M, Richardson, S, Cruickshank, T, Price, G, Kerr, K, Benafif, S, Gilbert, K, Naidu, B, Patel, A, Osman, A, Lacson, C, Langman, G, Shackleford, H, Djearaman, M, Kadiri, S, Middleton, G, Leek, A, Hodgkinson, J, Totten, N, Montero, A, Smith, E, Fontaine, E, Granato, F, Doran, H, Novasio, J, Rammohan, K, Joseph, L, Bishop, P, Shah, R, Moss, S, Joshi, V, Crosbie, P, Gomes, F, Brown, K, Carter, M, Chaturvedi, A, Priest, L, Oliveira, P, Lindsay, C, Blackhall, F, Krebs, M, Summers, Y, Clipson, A, Tugwood, J, Kerr, A, Rothwell, D, Kilgour, E, Dive, C, Schwarz, R, Kaufmann, T, Wilson, G, Rosenthal, R, Van Loo, P, Szallasi, Z, Kisistok, J, Diossy, M, Demeulemeester, J, Bunkum, A, Stewart, A, Magness, A, Rowan, A, Karamani, A, Chain, B, Campbell, B, Castignani, C, Bailey, C, Abbosh, C, Weeden, C, Lee, C, Richard, C, Hiley, C, Moore, D, Pearce, D, Karagianni, D, Biswas, D, Levi, D, Hoxha, E, Cadieux, E, Lim, E, Colliver, E, Nye, E, Gronroos, E, Galvez-Cancino, F, Athanasopoulou, F, Gimeno-Valiente, F, Kassiotis, G, Stavrou, G, Mastrokalos, G, Zhai, H, Lowe, H, Matos, I, Goldman, J, Reading, J, Herrero, J, Rane, J, Nicod, J, Hartley, J, Peggs, K, Enfield, K, Selvaraju, K, Thol, K, Litchfield, K, Ng, K, Chen, K, Dijkstra, K, Grigoriadis, K, Thakkar, K, Ensell, L, Shah, M, Duran, M, Litovchenko, M, Sunderland, M, Hill, M, Dietzen, M, Leung, M, Escudero, M, Angelova, M, Tanic, M, Sivakumar, M, Kanu, N, Chervova, O, Lucas, O, Pich, O, Hobson, P, Pawlik, P, Stone, R, Bentham, R, Hynds, R, Vendramin, R, Saghafinia, S, Lopez, S, Gamble, S, Ung, S, Quezada, S, Vanloo, S, Zaccaria, S, Hessey, S, Boeing, S, Beck, S, Bola, S, Denner, T, Marafioti, T, Mourikis, T, Spanswick, V, Barbe, V, Lu, W, Hill, W, Liu, W, Wu, Y, Naito, Y, Ramsden, Z, Veiga, C, Royle, G, Collins-Fekete, C, Fraioli, F, Ashford, P, Clark, T, Forster, M, Lee, S, Borg, E, Falzon, M, Papadatos-Pastos, D, Wilson, J, Ahmad, T, Procter, A, Ahmed, A, Taylor, M, Nair, A, Lawrence, D, Patrini, D, Navani, N, Thakrar, R, Janes, S, Hoogenboom, E, Monk, F, Holding, J, Choudhary, J, Bhakhri, K, Scarci, M, Hayward, M, Panagiotopoulos, N, Gorman, P, Khiroya, R, Stephens, R, Wong, Y, Bandula, S, Sharp, A, Smith, S, Gower, N, Dhanda, H, Chan, K, Pilotti, C, Leslie, R, Grapa, A, Zhang, H, Abduljabbar, K, Pan, X, Yuan, Y, Chuter, D, Mackenzie, M, Chee, S, Alzetani, A, Cave, J, Scarlett, L, Richards, J, Ingram, P, Austin, S, De Sousa, P, Jordan, S, Rice, A, Raubenheimer, H, Bhayani, H, Ambrose, L, Devaraj, A, Chavan, H, Begum, S, Buderi, S, Kaniu, D, Malima, M, Booth, S, Nicholson, A, Fernandes, N, Shah, P, Proli, C, Hewish, M, Danson, S, Shackcloth, M, Robinson, L, Russell, P, Blyth, K, Dick, C, Le Quesne, J, Kirk, A, Asif, M, Bilancia, R, Kostoulas, N, Thomas, M, Jamal-Hanjani, M, Swanton, C, Al-Sawaf O., Weiss J., Skrzypski M., Lam J. M., Karasaki T., Zambrana F., Kidd A. C., Frankell A. M., Watkins T. B. K., Martinez-Ruiz C., Puttick C., Black J. R. M., Huebner A., Bakir M. A., Sokac M., Collins S., Veeriah S., Magno N., Naceur-Lombardelli C., Prymas P., Toncheva A., Ward S., Jayanth N., Salgado R., Bridge C. P., Christiani D. C., Mak R. H., Bay C., Rosenthal M., Sattar N., Welsh P., Liu Y., Perrimon N., Popuri K., Beg M. F., McGranahan N., Hackshaw A., Breen D. M., O'Rahilly S., Birkbak N. J., Aerts H. J. W. L., Aerts H. J., Lester J. F., Bajaj A., Nakas A., Sodha-Ramdeen A., Ang K., Tufail M., Chowdhry M. F., Scotland M., Boyles R., Rathinam S., Wilson C., Marrone D., Dulloo S., Fennell D. A., Matharu G., Shaw J. A., Riley J., Primrose L., Boleti E., Cheyne H., Khalil M., Richardson S., Cruickshank T., Price G., Kerr K. M., Benafif S., Gilbert K., Naidu B., Patel A. J., Osman A., Lacson C., Langman G., Shackleford H., Djearaman M., Kadiri S., Middleton G., Leek A., Hodgkinson J. D., Totten N., Montero A., Smith E., Fontaine E., Granato F., Doran H., Novasio J., Rammohan K., Joseph L., Bishop P., Shah R., Moss S., Joshi V., Crosbie P., Gomes F., Brown K., Carter M., Chaturvedi A., Priest L., Oliveira P., Lindsay C. R., Blackhall F. H., Krebs M. G., Summers Y., Clipson A., Tugwood J., Kerr A., Rothwell D. G., Kilgour E., Dive C., Schwarz R. F., Kaufmann T. L., Wilson G. A., Rosenthal R., Van Loo P., Szallasi Z., Kisistok J., Diossy M., Demeulemeester J., Bunkum A., Stewart A., Magness A., Rowan A., Karamani A., Chain B., Campbell B. B., Castignani C., Bailey C., Abbosh C., Weeden C. E., Lee C., Richard C., Hiley C. T., Moore D. A., Pearce D. R., Karagianni D., Biswas D., Levi D., Hoxha E., Cadieux E. L., Lim E. L., Colliver E., Nye E., Gronroos E., Galvez-Cancino F., Athanasopoulou F., Gimeno-Valiente F., Kassiotis G., Stavrou G., Mastrokalos G., Zhai H., Lowe H. L., Matos I. G., Goldman J., Reading J. L., Herrero J., Rane J. K., Nicod J., Hartley J. A., Peggs K. S., Enfield K. S. S., Selvaraju K., Thol K., Litchfield K., Ng K. W., Chen K., Dijkstra K., Grigoriadis K., Thakkar K., Ensell L., Shah M., Duran M. V., Litovchenko M., Sunderland M. W., Hill M. S., Dietzen M., Leung M., Escudero M., Angelova M., Tanic M., Sivakumar M., Kanu N., Chervova O., Lucas O., Pich O., Hobson P., Pawlik P., Stone R. K., Bentham R., Hynds R. E., Vendramin R., Saghafinia S., Lopez S., Gamble S., Ung S. K. A., Quezada S. A., Vanloo S., Zaccaria S., Hessey S., Boeing S., Beck S., Bola S. K., Denner T., Marafioti T., Mourikis T. P., Spanswick V., Barbe V., Lu W. -T., Hill W., Liu W. K., Wu Y., Naito Y., Ramsden Z., Veiga C., Royle G., Collins-Fekete C. -A., Fraioli F., Ashford P., Clark T., Forster M. D., Lee S. M., Borg E., Falzon M., Papadatos-Pastos D., Wilson J., Ahmad T., Procter A. J., Ahmed A., Taylor M. N., Nair A., Lawrence D., Patrini D., Navani N., Thakrar R. M., Janes S. M., Hoogenboom E. M., Monk F., Holding J. W., Choudhary J., Bhakhri K., Scarci M., Hayward M., Panagiotopoulos N., Gorman P., Khiroya R., Stephens R. C., Wong Y. N. S., Bandula S., Sharp A., Smith S., Gower N., Dhanda H. K., Chan K., Pilotti C., Leslie R., Grapa A., Zhang H., AbdulJabbar K., Pan X., Yuan Y., Chuter D., MacKenzie M., Chee S., Alzetani A., Cave J., Scarlett L., Richards J., Ingram P., Austin S., Lim E., De Sousa P., Jordan S., Rice A., Raubenheimer H., Bhayani H., Ambrose L., Devaraj A., Chavan H., Begum S., Buderi S. I., Kaniu D., Malima M., Booth S., Nicholson A. G., Fernandes N., Shah P., Proli C., Hewish M., Danson S., Shackcloth M. J., Robinson L., Russell P., Blyth K. G., Dick C., Le Quesne J., Kirk A., Asif M., Bilancia R., Kostoulas N., Thomas M., Jamal-Hanjani M., Swanton C., Al-Sawaf, O, Weiss, J, Skrzypski, M, Lam, J, Karasaki, T, Zambrana, F, Kidd, A, Frankell, A, Watkins, T, Martinez-Ruiz, C, Puttick, C, Black, J, Huebner, A, Bakir, M, Sokac, M, Collins, S, Veeriah, S, Magno, N, Naceur-Lombardelli, C, Prymas, P, Toncheva, A, Ward, S, Jayanth, N, Salgado, R, Bridge, C, Christiani, D, Mak, R, Bay, C, Rosenthal, M, Sattar, N, Welsh, P, Liu, Y, Perrimon, N, Popuri, K, Beg, M, Mcgranahan, N, Hackshaw, A, Breen, D, O'Rahilly, S, Birkbak, N, Aerts, H, Lester, J, Bajaj, A, Nakas, A, Sodha-Ramdeen, A, Ang, K, Tufail, M, Chowdhry, M, Scotland, M, Boyles, R, Rathinam, S, Wilson, C, Marrone, D, Dulloo, S, Fennell, D, Matharu, G, Shaw, J, Riley, J, Primrose, L, Boleti, E, Cheyne, H, Khalil, M, Richardson, S, Cruickshank, T, Price, G, Kerr, K, Benafif, S, Gilbert, K, Naidu, B, Patel, A, Osman, A, Lacson, C, Langman, G, Shackleford, H, Djearaman, M, Kadiri, S, Middleton, G, Leek, A, Hodgkinson, J, Totten, N, Montero, A, Smith, E, Fontaine, E, Granato, F, Doran, H, Novasio, J, Rammohan, K, Joseph, L, Bishop, P, Shah, R, Moss, S, Joshi, V, Crosbie, P, Gomes, F, Brown, K, Carter, M, Chaturvedi, A, Priest, L, Oliveira, P, Lindsay, C, Blackhall, F, Krebs, M, Summers, Y, Clipson, A, Tugwood, J, Kerr, A, Rothwell, D, Kilgour, E, Dive, C, Schwarz, R, Kaufmann, T, Wilson, G, Rosenthal, R, Van Loo, P, Szallasi, Z, Kisistok, J, Diossy, M, Demeulemeester, J, Bunkum, A, Stewart, A, Magness, A, Rowan, A, Karamani, A, Chain, B, Campbell, B, Castignani, C, Bailey, C, Abbosh, C, Weeden, C, Lee, C, Richard, C, Hiley, C, Moore, D, Pearce, D, Karagianni, D, Biswas, D, Levi, D, Hoxha, E, Cadieux, E, Lim, E, Colliver, E, Nye, E, Gronroos, E, Galvez-Cancino, F, Athanasopoulou, F, Gimeno-Valiente, F, Kassiotis, G, Stavrou, G, Mastrokalos, G, Zhai, H, Lowe, H, Matos, I, Goldman, J, Reading, J, Herrero, J, Rane, J, Nicod, J, Hartley, J, Peggs, K, Enfield, K, Selvaraju, K, Thol, K, Litchfield, K, Ng, K, Chen, K, Dijkstra, K, Grigoriadis, K, Thakkar, K, Ensell, L, Shah, M, Duran, M, Litovchenko, M, Sunderland, M, Hill, M, Dietzen, M, Leung, M, Escudero, M, Angelova, M, Tanic, M, Sivakumar, M, Kanu, N, Chervova, O, Lucas, O, Pich, O, Hobson, P, Pawlik, P, Stone, R, Bentham, R, Hynds, R, Vendramin, R, Saghafinia, S, Lopez, S, Gamble, S, Ung, S, Quezada, S, Vanloo, S, Zaccaria, S, Hessey, S, Boeing, S, Beck, S, Bola, S, Denner, T, Marafioti, T, Mourikis, T, Spanswick, V, Barbe, V, Lu, W, Hill, W, Liu, W, Wu, Y, Naito, Y, Ramsden, Z, Veiga, C, Royle, G, Collins-Fekete, C, Fraioli, F, Ashford, P, Clark, T, Forster, M, Lee, S, Borg, E, Falzon, M, Papadatos-Pastos, D, Wilson, J, Ahmad, T, Procter, A, Ahmed, A, Taylor, M, Nair, A, Lawrence, D, Patrini, D, Navani, N, Thakrar, R, Janes, S, Hoogenboom, E, Monk, F, Holding, J, Choudhary, J, Bhakhri, K, Scarci, M, Hayward, M, Panagiotopoulos, N, Gorman, P, Khiroya, R, Stephens, R, Wong, Y, Bandula, S, Sharp, A, Smith, S, Gower, N, Dhanda, H, Chan, K, Pilotti, C, Leslie, R, Grapa, A, Zhang, H, Abduljabbar, K, Pan, X, Yuan, Y, Chuter, D, Mackenzie, M, Chee, S, Alzetani, A, Cave, J, Scarlett, L, Richards, J, Ingram, P, Austin, S, De Sousa, P, Jordan, S, Rice, A, Raubenheimer, H, Bhayani, H, Ambrose, L, Devaraj, A, Chavan, H, Begum, S, Buderi, S, Kaniu, D, Malima, M, Booth, S, Nicholson, A, Fernandes, N, Shah, P, Proli, C, Hewish, M, Danson, S, Shackcloth, M, Robinson, L, Russell, P, Blyth, K, Dick, C, Le Quesne, J, Kirk, A, Asif, M, Bilancia, R, Kostoulas, N, Thomas, M, Jamal-Hanjani, M, Swanton, C, Al-Sawaf O., Weiss J., Skrzypski M., Lam J. M., Karasaki T., Zambrana F., Kidd A. C., Frankell A. M., Watkins T. B. K., Martinez-Ruiz C., Puttick C., Black J. R. M., Huebner A., Bakir M. A., Sokac M., Collins S., Veeriah S., Magno N., Naceur-Lombardelli C., Prymas P., Toncheva A., Ward S., Jayanth N., Salgado R., Bridge C. P., Christiani D. C., Mak R. H., Bay C., Rosenthal M., Sattar N., Welsh P., Liu Y., Perrimon N., Popuri K., Beg M. F., McGranahan N., Hackshaw A., Breen D. M., O'Rahilly S., Birkbak N. J., Aerts H. J. W. L., Aerts H. J., Lester J. F., Bajaj A., Nakas A., Sodha-Ramdeen A., Ang K., Tufail M., Chowdhry M. F., Scotland M., Boyles R., Rathinam S., Wilson C., Marrone D., Dulloo S., Fennell D. A., Matharu G., Shaw J. A., Riley J., Primrose L., Boleti E., Cheyne H., Khalil M., Richardson S., Cruickshank T., Price G., Kerr K. M., Benafif S., Gilbert K., Naidu B., Patel A. J., Osman A., Lacson C., Langman G., Shackleford H., Djearaman M., Kadiri S., Middleton G., Leek A., Hodgkinson J. D., Totten N., Montero A., Smith E., Fontaine E., Granato F., Doran H., Novasio J., Rammohan K., Joseph L., Bishop P., Shah R., Moss S., Joshi V., Crosbie P., Gomes F., Brown K., Carter M., Chaturvedi A., Priest L., Oliveira P., Lindsay C. R., Blackhall F. H., Krebs M. G., Summers Y., Clipson A., Tugwood J., Kerr A., Rothwell D. G., Kilgour E., Dive C., Schwarz R. F., Kaufmann T. L., Wilson G. A., Rosenthal R., Van Loo P., Szallasi Z., Kisistok J., Diossy M., Demeulemeester J., Bunkum A., Stewart A., Magness A., Rowan A., Karamani A., Chain B., Campbell B. B., Castignani C., Bailey C., Abbosh C., Weeden C. E., Lee C., Richard C., Hiley C. T., Moore D. A., Pearce D. R., Karagianni D., Biswas D., Levi D., Hoxha E., Cadieux E. L., Lim E. L., Colliver E., Nye E., Gronroos E., Galvez-Cancino F., Athanasopoulou F., Gimeno-Valiente F., Kassiotis G., Stavrou G., Mastrokalos G., Zhai H., Lowe H. L., Matos I. G., Goldman J., Reading J. L., Herrero J., Rane J. K., Nicod J., Hartley J. A., Peggs K. S., Enfield K. S. S., Selvaraju K., Thol K., Litchfield K., Ng K. W., Chen K., Dijkstra K., Grigoriadis K., Thakkar K., Ensell L., Shah M., Duran M. V., Litovchenko M., Sunderland M. W., Hill M. S., Dietzen M., Leung M., Escudero M., Angelova M., Tanic M., Sivakumar M., Kanu N., Chervova O., Lucas O., Pich O., Hobson P., Pawlik P., Stone R. K., Bentham R., Hynds R. E., Vendramin R., Saghafinia S., Lopez S., Gamble S., Ung S. K. A., Quezada S. A., Vanloo S., Zaccaria S., Hessey S., Boeing S., Beck S., Bola S. K., Denner T., Marafioti T., Mourikis T. P., Spanswick V., Barbe V., Lu W. -T., Hill W., Liu W. K., Wu Y., Naito Y., Ramsden Z., Veiga C., Royle G., Collins-Fekete C. -A., Fraioli F., Ashford P., Clark T., Forster M. D., Lee S. M., Borg E., Falzon M., Papadatos-Pastos D., Wilson J., Ahmad T., Procter A. J., Ahmed A., Taylor M. N., Nair A., Lawrence D., Patrini D., Navani N., Thakrar R. M., Janes S. M., Hoogenboom E. M., Monk F., Holding J. W., Choudhary J., Bhakhri K., Scarci M., Hayward M., Panagiotopoulos N., Gorman P., Khiroya R., Stephens R. C., Wong Y. N. S., Bandula S., Sharp A., Smith S., Gower N., Dhanda H. K., Chan K., Pilotti C., Leslie R., Grapa A., Zhang H., AbdulJabbar K., Pan X., Yuan Y., Chuter D., MacKenzie M., Chee S., Alzetani A., Cave J., Scarlett L., Richards J., Ingram P., Austin S., Lim E., De Sousa P., Jordan S., Rice A., Raubenheimer H., Bhayani H., Ambrose L., Devaraj A., Chavan H., Begum S., Buderi S. I., Kaniu D., Malima M., Booth S., Nicholson A. G., Fernandes N., Shah P., Proli C., Hewish M., Danson S., Shackcloth M. J., Robinson L., Russell P., Blyth K. G., Dick C., Le Quesne J., Kirk A., Asif M., Bilancia R., Kostoulas N., Thomas M., Jamal-Hanjani M., and Swanton C.

Abstract

Cancer-associated cachexia (CAC) is a major contributor to morbidity and mortality in individuals with non-small cell lung cancer. Key features of CAC include alterations in body composition and body weight. Here, we explore the association between body composition and body weight with survival and delineate potential biological processes and mediators that contribute to the development of CAC. Computed tomography-based body composition analysis of 651 individuals in the TRACERx (TRAcking non-small cell lung Cancer Evolution through therapy (Rx)) study suggested that individuals in the bottom 20th percentile of the distribution of skeletal muscle or adipose tissue area at the time of lung cancer diagnosis, had significantly shorter lung cancer-specific survival and overall survival. This finding was validated in 420 individuals in the independent Boston Lung Cancer Study. Individuals classified as having developed CAC according to one or more features at relapse encompassing loss of adipose or muscle tissue, or body mass index-adjusted weight loss were found to have distinct tumor genomic and transcriptomic profiles compared with individuals who did not develop such features. Primary non-small cell lung cancers from individuals who developed CAC were characterized by enrichment of inflammatory signaling and epithelial–mesenchymal transitional pathways, and differentially expressed genes upregulated in these tumors included cancer-testis antigen MAGEA6 and matrix metalloproteinases, such as ADAMTS3. In an exploratory proteomic analysis of circulating putative mediators of cachexia performed in a subset of 110 individuals from TRACERx, a significant association between circulating GDF15 and loss of body weight, skeletal muscle and adipose tissue was identified at relapse, supporting the potential therapeutic relevance of targeting GDF15 in the management of CAC.

Published
2023

33. Evolutionary characterization of lung adenocarcinoma morphology in TRACERx

Author

Karasaki, T, Moore, D, Veeriah, S, Naceur-Lombardelli, C, Toncheva, A, Magno, N, Ward, S, Bakir, M, Watkins, T, Grigoriadis, K, Huebner, A, Hill, M, Frankell, A, Abbosh, C, Puttick, C, Zhai, H, Gimeno-Valiente, F, Saghafinia, S, Kanu, N, Dietzen, M, Pich, O, Lim, E, Martinez-Ruiz, C, Black, J, Biswas, D, Campbell, B, Lee, C, Colliver, E, Enfield, K, Hessey, S, Hiley, C, Zaccaria, S, Litchfield, K, Birkbak, N, Cadieux, E, Demeulemeester, J, Van Loo, P, Adusumilli, P, Tan, K, Cheema, W, Sanchez-Vega, F, Jones, D, Rekhtman, N, Travis, W, Hackshaw, A, Marafioti, T, Salgado, R, Le Quesne, J, Nicholson, A, Lester, J, Bajaj, A, Nakas, A, Sodha-Ramdeen, A, Ang, K, Tufail, M, Chowdhry, M, Scotland, M, Boyles, R, Rathinam, S, Wilson, C, Marrone, D, Dulloo, S, Fennell, D, Matharu, G, Shaw, J, Riley, J, Primrose, L, Boleti, E, Cheyne, H, Khalil, M, Richardson, S, Cruickshank, T, Price, G, Kerr, K, Benafif, S, Gilbert, K, Naidu, B, Patel, A, Osman, A, Lacson, C, Langman, G, Shackleford, H, Djearaman, M, Kadiri, S, Middleton, G, Leek, A, Hodgkinson, J, Totten, N, Montero, A, Smith, E, Fontaine, E, Granato, F, Doran, H, Novasio, J, Rammohan, K, Joseph, L, Bishop, P, Shah, R, Moss, S, Joshi, V, Crosbie, P, Gomes, F, Brown, K, Carter, M, Chaturvedi, A, Priest, L, Oliveira, P, Lindsay, C, Blackhall, F, Krebs, M, Summers, Y, Clipson, A, Tugwood, J, Kerr, A, Rothwell, D, Kilgour, E, Dive, C, Aerts, H, Schwarz, R, Kaufmann, T, Wilson, G, Rosenthal, R, Szallasi, Z, Kisistok, J, Sokac, M, Diossy, M, Bunkum, A, Stewart, A, Magness, A, Rowan, A, Karamani, A, Chain, B, Castignani, C, Bailey, C, Weeden, C, Richard, C, Pearce, D, Karagianni, D, Levi, D, Hoxha, E, Nye, E, Gronroos, E, Galvez-Cancino, F, Athanasopoulou, F, Kassiotis, G, Stavrou, G, Mastrokalos, G, Lowe, H, Matos, I, Goldman, J, Reading, J, Herrero, J, Rane, J, Nicod, J, Lam, J, Hartley, J, Peggs, K, Selvaraju, K, Thol, K, Ng, K, Chen, K, Dijkstra, K, Thakkar, K, Ensell, L, Shah, M, Duran, M, Litovchenko, M, Sunderland, M, Leung, M, Escudero, M, Angelova, M, Tanic, M, Sivakumar, M, Chervova, O, Lucas, O, Al-Sawaf, O, Prymas, P, Hobson, P, Pawlik, P, Stone, R, Bentham, R, Hynds, R, Vendramin, R, Lopez, S, Gamble, S, Ung, S, Quezada, S, Vanloo, S, Boeing, S, Beck, S, Bola, S, Denner, T, Mourikis, T, Spanswick, V, Barbe, V, Lu, W, Hill, W, Liu, W, Wu, Y, Naito, Y, Ramsden, Z, Veiga, C, Royle, G, Collins-Fekete, C, Fraioli, F, Ashford, P, Clark, T, Forster, M, Lee, S, Borg, E, Falzon, M, Papadatos-Pastos, D, Wilson, J, Ahmad, T, Procter, A, Ahmed, A, Taylor, M, Nair, A, Lawrence, D, Patrini, D, Navani, N, Thakrar, R, Janes, S, Hoogenboom, E, Monk, F, Holding, J, Choudhary, J, Bhakhri, K, Scarci, M, Hayward, M, Panagiotopoulos, N, Gorman, P, Khiroya, R, Stephens, R, Wong, Y, Bandula, S, Sharp, A, Smith, S, Gower, N, Dhanda, H, Chan, K, Pilotti, C, Leslie, R, Grapa, A, Zhang, H, Abduljabbar, K, Pan, X, Yuan, Y, Chuter, D, Mackenzie, M, Chee, S, Alzetani, A, Cave, J, Scarlett, L, Richards, J, Ingram, P, Austin, S, De Sousa, P, Jordan, S, Rice, A, Raubenheimer, H, Bhayani, H, Ambrose, L, Devaraj, A, Chavan, H, Begum, S, Buderi, S, Kaniu, D, Malima, M, Booth, S, Fernandes, N, Shah, P, Proli, C, Hewish, M, Danson, S, Shackcloth, M, Robinson, L, Russell, P, Blyth, K, Dick, C, Kirk, A, Asif, M, Bilancia, R, Kostoulas, N, Thomas, M, Mcgranahan, N, Swanton, C, Jamal-Hanjani, M, Karasaki T., Moore D. A., Veeriah S., Naceur-Lombardelli C., Toncheva A., Magno N., Ward S., Bakir M. A., Watkins T. B. K., Grigoriadis K., Huebner A., Hill M. S., Frankell A. M., Abbosh C., Puttick C., Zhai H., Gimeno-Valiente F., Saghafinia S., Kanu N., Dietzen M., Pich O., Lim E. L., Martinez-Ruiz C., Black J. R. M., Biswas D., Campbell B. B., Lee C., Colliver E., Enfield K. S. S., Hessey S., Hiley C. T., Zaccaria S., Litchfield K., Birkbak N. J., Cadieux E. L., Demeulemeester J., Van Loo P., Adusumilli P. S., Tan K. S., Cheema W., Sanchez-Vega F., Jones D. R., Rekhtman N., Travis W. D., Hackshaw A., Marafioti T., Salgado R., Le Quesne J., Nicholson A. G., Lester J. F., Bajaj A., Nakas A., Sodha-Ramdeen A., Ang K., Tufail M., Chowdhry M. F., Scotland M., Boyles R., Rathinam S., Wilson C., Marrone D., Dulloo S., Fennell D. A., Matharu G., Shaw J. A., Riley J., Primrose L., Boleti E., Cheyne H., Khalil M., Richardson S., Cruickshank T., Price G., Kerr K. M., Benafif S., Gilbert K., Naidu B., Patel A. J., Osman A., Lacson C., Langman G., Shackleford H., Djearaman M., Kadiri S., Middleton G., Leek A., Hodgkinson J. D., Totten N., Montero A., Smith E., Fontaine E., Granato F., Doran H., Novasio J., Rammohan K., Joseph L., Bishop P., Shah R., Moss S., Joshi V., Crosbie P., Gomes F., Brown K., Carter M., Chaturvedi A., Priest L., Oliveira P., Lindsay C. R., Blackhall F. H., Krebs M. G., Summers Y., Clipson A., Tugwood J., Kerr A., Rothwell D. G., Kilgour E., Dive C., Aerts H. J. W. L., Schwarz R. F., Kaufmann T. L., Wilson G. A., Rosenthal R., Szallasi Z., Kisistok J., Sokac M., Diossy M., Bunkum A., Stewart A., Magness A., Rowan A., Karamani A., Chain B., Castignani C., Bailey C., Weeden C. E., Richard C., Pearce D. R., Karagianni D., Levi D., Hoxha E., Nye E., Gronroos E., Galvez-Cancino F., Athanasopoulou F., Kassiotis G., Stavrou G., Mastrokalos G., Lowe H. L., Matos I. G., Goldman J., Reading J. L., Herrero J., Rane J. K., Nicod J., Lam J. M., Hartley J. A., Peggs K. S., Selvaraju K., Thol K., Ng K. W., Chen K., Dijkstra K., Thakkar K., Ensell L., Shah M., Duran M. V., Litovchenko M., Sunderland M. W., Leung M., Escudero M., Angelova M., Tanic M., Sivakumar M., Chervova O., Lucas O., Al-Sawaf O., Prymas P., Hobson P., Pawlik P., Stone R. K., Bentham R., Hynds R. E., Vendramin R., Lopez S., Gamble S., Ung S. K. A., Quezada S. A., Vanloo S., Boeing S., Beck S., Bola S. K., Denner T., Mourikis T. P., Spanswick V., Barbe V., Lu W. -T., Hill W., Liu W. K., Wu Y., Naito Y., Ramsden Z., Veiga C., Royle G., Collins-Fekete C. -A., Fraioli F., Ashford P., Clark T., Forster M. D., Lee S. M., Borg E., Falzon M., Papadatos-Pastos D., Wilson J., Ahmad T., Procter A. J., Ahmed A., Taylor M. N., Nair A., Lawrence D., Patrini D., Navani N., Thakrar R. M., Janes S. M., Hoogenboom E. M., Monk F., Holding J. W., Choudhary J., Bhakhri K., Scarci M., Hayward M., Panagiotopoulos N., Gorman P., Khiroya R., Stephens R. C., Wong Y. N. S., Bandula S., Sharp A., Smith S., Gower N., Dhanda H. K., Chan K., Pilotti C., Leslie R., Grapa A., Zhang H., AbdulJabbar K., Pan X., Yuan Y., Chuter D., MacKenzie M., Chee S., Alzetani A., Cave J., Scarlett L., Richards J., Ingram P., Austin S., Lim E., De Sousa P., Jordan S., Rice A., Raubenheimer H., Bhayani H., Ambrose L., Devaraj A., Chavan H., Begum S., Buderi S. I., Kaniu D., Malima M., Booth S., Fernandes N., Shah P., Proli C., Hewish M., Danson S., Shackcloth M. J., Robinson L., Russell P., Blyth K. G., Dick C., Kirk A., Asif M., Bilancia R., Kostoulas N., Thomas M., McGranahan N., Swanton C., Jamal-Hanjani M., Karasaki, T, Moore, D, Veeriah, S, Naceur-Lombardelli, C, Toncheva, A, Magno, N, Ward, S, Bakir, M, Watkins, T, Grigoriadis, K, Huebner, A, Hill, M, Frankell, A, Abbosh, C, Puttick, C, Zhai, H, Gimeno-Valiente, F, Saghafinia, S, Kanu, N, Dietzen, M, Pich, O, Lim, E, Martinez-Ruiz, C, Black, J, Biswas, D, Campbell, B, Lee, C, Colliver, E, Enfield, K, Hessey, S, Hiley, C, Zaccaria, S, Litchfield, K, Birkbak, N, Cadieux, E, Demeulemeester, J, Van Loo, P, Adusumilli, P, Tan, K, Cheema, W, Sanchez-Vega, F, Jones, D, Rekhtman, N, Travis, W, Hackshaw, A, Marafioti, T, Salgado, R, Le Quesne, J, Nicholson, A, Lester, J, Bajaj, A, Nakas, A, Sodha-Ramdeen, A, Ang, K, Tufail, M, Chowdhry, M, Scotland, M, Boyles, R, Rathinam, S, Wilson, C, Marrone, D, Dulloo, S, Fennell, D, Matharu, G, Shaw, J, Riley, J, Primrose, L, Boleti, E, Cheyne, H, Khalil, M, Richardson, S, Cruickshank, T, Price, G, Kerr, K, Benafif, S, Gilbert, K, Naidu, B, Patel, A, Osman, A, Lacson, C, Langman, G, Shackleford, H, Djearaman, M, Kadiri, S, Middleton, G, Leek, A, Hodgkinson, J, Totten, N, Montero, A, Smith, E, Fontaine, E, Granato, F, Doran, H, Novasio, J, Rammohan, K, Joseph, L, Bishop, P, Shah, R, Moss, S, Joshi, V, Crosbie, P, Gomes, F, Brown, K, Carter, M, Chaturvedi, A, Priest, L, Oliveira, P, Lindsay, C, Blackhall, F, Krebs, M, Summers, Y, Clipson, A, Tugwood, J, Kerr, A, Rothwell, D, Kilgour, E, Dive, C, Aerts, H, Schwarz, R, Kaufmann, T, Wilson, G, Rosenthal, R, Szallasi, Z, Kisistok, J, Sokac, M, Diossy, M, Bunkum, A, Stewart, A, Magness, A, Rowan, A, Karamani, A, Chain, B, Castignani, C, Bailey, C, Weeden, C, Richard, C, Pearce, D, Karagianni, D, Levi, D, Hoxha, E, Nye, E, Gronroos, E, Galvez-Cancino, F, Athanasopoulou, F, Kassiotis, G, Stavrou, G, Mastrokalos, G, Lowe, H, Matos, I, Goldman, J, Reading, J, Herrero, J, Rane, J, Nicod, J, Lam, J, Hartley, J, Peggs, K, Selvaraju, K, Thol, K, Ng, K, Chen, K, Dijkstra, K, Thakkar, K, Ensell, L, Shah, M, Duran, M, Litovchenko, M, Sunderland, M, Leung, M, Escudero, M, Angelova, M, Tanic, M, Sivakumar, M, Chervova, O, Lucas, O, Al-Sawaf, O, Prymas, P, Hobson, P, Pawlik, P, Stone, R, Bentham, R, Hynds, R, Vendramin, R, Lopez, S, Gamble, S, Ung, S, Quezada, S, Vanloo, S, Boeing, S, Beck, S, Bola, S, Denner, T, Mourikis, T, Spanswick, V, Barbe, V, Lu, W, Hill, W, Liu, W, Wu, Y, Naito, Y, Ramsden, Z, Veiga, C, Royle, G, Collins-Fekete, C, Fraioli, F, Ashford, P, Clark, T, Forster, M, Lee, S, Borg, E, Falzon, M, Papadatos-Pastos, D, Wilson, J, Ahmad, T, Procter, A, Ahmed, A, Taylor, M, Nair, A, Lawrence, D, Patrini, D, Navani, N, Thakrar, R, Janes, S, Hoogenboom, E, Monk, F, Holding, J, Choudhary, J, Bhakhri, K, Scarci, M, Hayward, M, Panagiotopoulos, N, Gorman, P, Khiroya, R, Stephens, R, Wong, Y, Bandula, S, Sharp, A, Smith, S, Gower, N, Dhanda, H, Chan, K, Pilotti, C, Leslie, R, Grapa, A, Zhang, H, Abduljabbar, K, Pan, X, Yuan, Y, Chuter, D, Mackenzie, M, Chee, S, Alzetani, A, Cave, J, Scarlett, L, Richards, J, Ingram, P, Austin, S, De Sousa, P, Jordan, S, Rice, A, Raubenheimer, H, Bhayani, H, Ambrose, L, Devaraj, A, Chavan, H, Begum, S, Buderi, S, Kaniu, D, Malima, M, Booth, S, Fernandes, N, Shah, P, Proli, C, Hewish, M, Danson, S, Shackcloth, M, Robinson, L, Russell, P, Blyth, K, Dick, C, Kirk, A, Asif, M, Bilancia, R, Kostoulas, N, Thomas, M, Mcgranahan, N, Swanton, C, Jamal-Hanjani, M, Karasaki T., Moore D. A., Veeriah S., Naceur-Lombardelli C., Toncheva A., Magno N., Ward S., Bakir M. A., Watkins T. B. K., Grigoriadis K., Huebner A., Hill M. S., Frankell A. M., Abbosh C., Puttick C., Zhai H., Gimeno-Valiente F., Saghafinia S., Kanu N., Dietzen M., Pich O., Lim E. L., Martinez-Ruiz C., Black J. R. M., Biswas D., Campbell B. B., Lee C., Colliver E., Enfield K. S. S., Hessey S., Hiley C. T., Zaccaria S., Litchfield K., Birkbak N. J., Cadieux E. L., Demeulemeester J., Van Loo P., Adusumilli P. S., Tan K. S., Cheema W., Sanchez-Vega F., Jones D. R., Rekhtman N., Travis W. D., Hackshaw A., Marafioti T., Salgado R., Le Quesne J., Nicholson A. G., Lester J. F., Bajaj A., Nakas A., Sodha-Ramdeen A., Ang K., Tufail M., Chowdhry M. F., Scotland M., Boyles R., Rathinam S., Wilson C., Marrone D., Dulloo S., Fennell D. A., Matharu G., Shaw J. A., Riley J., Primrose L., Boleti E., Cheyne H., Khalil M., Richardson S., Cruickshank T., Price G., Kerr K. M., Benafif S., Gilbert K., Naidu B., Patel A. J., Osman A., Lacson C., Langman G., Shackleford H., Djearaman M., Kadiri S., Middleton G., Leek A., Hodgkinson J. D., Totten N., Montero A., Smith E., Fontaine E., Granato F., Doran H., Novasio J., Rammohan K., Joseph L., Bishop P., Shah R., Moss S., Joshi V., Crosbie P., Gomes F., Brown K., Carter M., Chaturvedi A., Priest L., Oliveira P., Lindsay C. R., Blackhall F. H., Krebs M. G., Summers Y., Clipson A., Tugwood J., Kerr A., Rothwell D. G., Kilgour E., Dive C., Aerts H. J. W. L., Schwarz R. F., Kaufmann T. L., Wilson G. A., Rosenthal R., Szallasi Z., Kisistok J., Sokac M., Diossy M., Bunkum A., Stewart A., Magness A., Rowan A., Karamani A., Chain B., Castignani C., Bailey C., Weeden C. E., Richard C., Pearce D. R., Karagianni D., Levi D., Hoxha E., Nye E., Gronroos E., Galvez-Cancino F., Athanasopoulou F., Kassiotis G., Stavrou G., Mastrokalos G., Lowe H. L., Matos I. G., Goldman J., Reading J. L., Herrero J., Rane J. K., Nicod J., Lam J. M., Hartley J. A., Peggs K. S., Selvaraju K., Thol K., Ng K. W., Chen K., Dijkstra K., Thakkar K., Ensell L., Shah M., Duran M. V., Litovchenko M., Sunderland M. W., Leung M., Escudero M., Angelova M., Tanic M., Sivakumar M., Chervova O., Lucas O., Al-Sawaf O., Prymas P., Hobson P., Pawlik P., Stone R. K., Bentham R., Hynds R. E., Vendramin R., Lopez S., Gamble S., Ung S. K. A., Quezada S. A., Vanloo S., Boeing S., Beck S., Bola S. K., Denner T., Mourikis T. P., Spanswick V., Barbe V., Lu W. -T., Hill W., Liu W. K., Wu Y., Naito Y., Ramsden Z., Veiga C., Royle G., Collins-Fekete C. -A., Fraioli F., Ashford P., Clark T., Forster M. D., Lee S. M., Borg E., Falzon M., Papadatos-Pastos D., Wilson J., Ahmad T., Procter A. J., Ahmed A., Taylor M. N., Nair A., Lawrence D., Patrini D., Navani N., Thakrar R. M., Janes S. M., Hoogenboom E. M., Monk F., Holding J. W., Choudhary J., Bhakhri K., Scarci M., Hayward M., Panagiotopoulos N., Gorman P., Khiroya R., Stephens R. C., Wong Y. N. S., Bandula S., Sharp A., Smith S., Gower N., Dhanda H. K., Chan K., Pilotti C., Leslie R., Grapa A., Zhang H., AbdulJabbar K., Pan X., Yuan Y., Chuter D., MacKenzie M., Chee S., Alzetani A., Cave J., Scarlett L., Richards J., Ingram P., Austin S., Lim E., De Sousa P., Jordan S., Rice A., Raubenheimer H., Bhayani H., Ambrose L., Devaraj A., Chavan H., Begum S., Buderi S. I., Kaniu D., Malima M., Booth S., Fernandes N., Shah P., Proli C., Hewish M., Danson S., Shackcloth M. J., Robinson L., Russell P., Blyth K. G., Dick C., Kirk A., Asif M., Bilancia R., Kostoulas N., Thomas M., McGranahan N., Swanton C., and Jamal-Hanjani M.

Abstract

Lung adenocarcinomas (LUADs) display a broad histological spectrum from low-grade lepidic tumors through to mid-grade acinar and papillary and high-grade solid, cribriform and micropapillary tumors. How morphology reflects tumor evolution and disease progression is poorly understood. Whole-exome sequencing data generated from 805 primary tumor regions and 121 paired metastatic samples across 248 LUADs from the TRACERx 421 cohort, together with RNA-sequencing data from 463 primary tumor regions, were integrated with detailed whole-tumor and regional histopathological analysis. Tumors with predominantly high-grade patterns showed increased chromosomal complexity, with higher burden of loss of heterozygosity and subclonal somatic copy number alterations. Individual regions in predominantly high-grade pattern tumors exhibited higher proliferation and lower clonal diversity, potentially reflecting large recent subclonal expansions. Co-occurrence of truncal loss of chromosomes 3p and 3q was enriched in predominantly low-/mid-grade tumors, while purely undifferentiated solid-pattern tumors had a higher frequency of truncal arm or focal 3q gains and SMARCA4 gene alterations compared with mixed-pattern tumors with a solid component, suggesting distinct evolutionary trajectories. Clonal evolution analysis revealed that tumors tend to evolve toward higher-grade patterns. The presence of micropapillary pattern and ‘tumor spread through air spaces’ were associated with intrathoracic recurrence, in contrast to the presence of solid/cribriform patterns, necrosis and preoperative circulating tumor DNA detection, which were associated with extra-thoracic recurrence. These data provide insights into the relationship between LUAD morphology, the underlying evolutionary genomic landscape, and clinical and anatomical relapse risk.

Published
2023

34. Genomic–transcriptomic evolution in lung cancer and metastasis

Author

Martinez-Ruiz, C, Black, J, Puttick, C, Hill, M, Demeulemeester, J, Larose Cadieux, E, Thol, K, Jones, T, Veeriah, S, Naceur-Lombardelli, C, Toncheva, A, Prymas, P, Rowan, A, Ward, S, Cubitt, L, Athanasopoulou, F, Pich, O, Karasaki, T, Moore, D, Salgado, R, Colliver, E, Castignani, C, Dietzen, M, Huebner, A, Al Bakir, M, Tanic, M, Watkins, T, Lim, E, Al-Rashed, A, Lang, D, Clements, J, Cook, D, Rosenthal, R, Wilson, G, Frankell, A, de Carne Trecesson, S, East, P, Kanu, N, Litchfield, K, Birkbak, N, Hackshaw, A, Beck, S, Van Loo, P, Jamal-Hanjani, M, Mcgranahan, N, Swanton, C, Bakir, M, Lester, J, Bajaj, A, Nakas, A, Sodha-Ramdeen, A, Ang, K, Tufail, M, Chowdhry, M, Scotland, M, Boyles, R, Rathinam, S, Wilson, C, Marrone, D, Dulloo, S, Fennell, D, Matharu, G, Shaw, J, Riley, J, Primrose, L, Boleti, E, Cheyne, H, Khalil, M, Richardson, S, Cruickshank, T, Price, G, Kerr, K, Benafif, S, Gilbert, K, Naidu, B, Patel, A, Osman, A, Lacson, C, Langman, G, Shackleford, H, Djearaman, M, Kadiri, S, Middleton, G, Leek, A, Hodgkinson, J, Totten, N, Montero, A, Smith, E, Fontaine, E, Granato, F, Doran, H, Novasio, J, Rammohan, K, Joseph, L, Bishop, P, Shah, R, Moss, S, Joshi, V, Crosbie, P, Gomes, F, Brown, K, Carter, M, Chaturvedi, A, Priest, L, Oliveira, P, Lindsay, C, Blackhall, F, Krebs, M, Summers, Y, Clipson, A, Tugwood, J, Kerr, A, Rothwell, D, Kilgour, E, Dive, C, Aerts, H, Schwarz, R, Kaufmann, T, Szallasi, Z, Kisistok, J, Sokac, M, Diossy, M, Bunkum, A, Stewart, A, Magness, A, Karamani, A, Chain, B, Campbell, B, Bailey, C, Abbosh, C, Weeden, C, Lee, C, Richard, C, Hiley, C, Pearce, D, Karagianni, D, Biswas, D, Levi, D, Hoxha, E, Nye, E, Gronroos, E, Galvez-Cancino, F, Gimeno-Valiente, F, Kassiotis, G, Stavrou, G, Mastrokalos, G, Zhai, H, Lowe, H, Matos, I, Goldman, J, Reading, J, Herrero, J, Rane, J, Nicod, J, Lam, J, Hartley, J, Peggs, K, Enfield, K, Selvaraju, K, Ng, K, Chen, K, Dijkstra, K, Grigoriadis, K, Thakkar, K, Ensell, L, Shah, M, Duran, M, Litovchenko, M, Sunderland, M, Leung, M, Escudero, M, Angelova, M, Sivakumar, M, Chervova, O, Lucas, O, Al-Sawaf, O, Hobson, P, Pawlik, P, Stone, R, Bentham, R, Hynds, R, Vendramin, R, Saghafinia, S, Lopez, S, Gamble, S, Ung, S, Quezada, S, Vanloo, S, Zaccaria, S, Hessey, S, Boeing, S, Bola, S, Denner, T, Marafioti, T, Mourikis, T, Spanswick, V, Barbe, V, Lu, W, Hill, W, Liu, W, Wu, Y, Naito, Y, Ramsden, Z, Veiga, C, Royle, G, Collins-Fekete, C, Fraioli, F, Ashford, P, Clark, T, Forster, M, Lee, S, Borg, E, Falzon, M, Papadatos-Pastos, D, Wilson, J, Ahmad, T, Procter, A, Ahmed, A, Taylor, M, Nair, A, Lawrence, D, Patrini, D, Navani, N, Thakrar, R, Janes, S, Hoogenboom, E, Monk, F, Holding, J, Choudhary, J, Bhakhri, K, Scarci, M, Hayward, M, Panagiotopoulos, N, Gorman, P, Khiroya, R, Stephens, R, Wong, Y, Bandula, S, Sharp, A, Smith, S, Gower, N, Dhanda, H, Chan, K, Pilotti, C, Leslie, R, Grapa, A, Zhang, H, Abduljabbar, K, Pan, X, Yuan, Y, Chuter, D, Mackenzie, M, Chee, S, Alzetani, A, Cave, J, Scarlett, L, Richards, J, Ingram, P, Austin, S, De Sousa, P, Jordan, S, Rice, A, Raubenheimer, H, Bhayani, H, Ambrose, L, Devaraj, A, Chavan, H, Begum, S, Buderi, S, Kaniu, D, Malima, M, Booth, S, Nicholson, A, Fernandes, N, Shah, P, Proli, C, Hewish, M, Danson, S, Shackcloth, M, Robinson, L, Russell, P, Blyth, K, Dick, C, Le Quesne, J, Kirk, A, Asif, M, Bilancia, R, Kostoulas, N, Thomas, M, Martinez-Ruiz C., Black J. R. M., Puttick C., Hill M. S., Demeulemeester J., Larose Cadieux E., Thol K., Jones T. P., Veeriah S., Naceur-Lombardelli C., Toncheva A., Prymas P., Rowan A., Ward S., Cubitt L., Athanasopoulou F., Pich O., Karasaki T., Moore D. A., Salgado R., Colliver E., Castignani C., Dietzen M., Huebner A., Al Bakir M., Tanic M., Watkins T. B. K., Lim E. L., Al-Rashed A. M., Lang D., Clements J., Cook D. E., Rosenthal R., Wilson G. A., Frankell A. M., de Carne Trecesson S., East P., Kanu N., Litchfield K., Birkbak N. J., Hackshaw A., Beck S., Van Loo P., Jamal-Hanjani M., McGranahan N., Swanton C., Bakir M. A., Lester J. F., Bajaj A., Nakas A., Sodha-Ramdeen A., Ang K., Tufail M., Chowdhry M. F., Scotland M., Boyles R., Rathinam S., Wilson C., Marrone D., Dulloo S., Fennell D. A., Matharu G., Shaw J. A., Riley J., Primrose L., Boleti E., Cheyne H., Khalil M., Richardson S., Cruickshank T., Price G., Kerr K. M., Benafif S., Gilbert K., Naidu B., Patel A. J., Osman A., Lacson C., Langman G., Shackleford H., Djearaman M., Kadiri S., Middleton G., Leek A., Hodgkinson J. D., Totten N., Montero A., Smith E., Fontaine E., Granato F., Doran H., Novasio J., Rammohan K., Joseph L., Bishop P., Shah R., Moss S., Joshi V., Crosbie P., Gomes F., Brown K., Carter M., Chaturvedi A., Priest L., Oliveira P., Lindsay C. R., Blackhall F. H., Krebs M. G., Summers Y., Clipson A., Tugwood J., Kerr A., Rothwell D. G., Kilgour E., Dive C., Aerts H. J. W. L., Schwarz R. F., Kaufmann T. L., Szallasi Z., Kisistok J., Sokac M., Diossy M., Bunkum A., Stewart A., Magness A., Karamani A., Chain B., Campbell B. B., Bailey C., Abbosh C., Weeden C. E., Lee C., Richard C., Hiley C. T., Pearce D. R., Karagianni D., Biswas D., Levi D., Hoxha E., Nye E., Gronroos E., Galvez-Cancino F., Gimeno-Valiente F., Kassiotis G., Stavrou G., Mastrokalos G., Zhai H., Lowe H. L., Matos I. G., Goldman J., Reading J. L., Herrero J., Rane J. K., Nicod J., Lam J. M., Hartley J. A., Peggs K. S., Enfield K. S. S., Selvaraju K., Ng K. W., Chen K., Dijkstra K., Grigoriadis K., Thakkar K., Ensell L., Shah M., Duran M. V., Litovchenko M., Sunderland M. W., Leung M., Escudero M., Angelova M., Sivakumar M., Chervova O., Lucas O., Al-Sawaf O., Hobson P., Pawlik P., Stone R. K., Bentham R., Hynds R. E., Vendramin R., Saghafinia S., Lopez S., Gamble S., Ung S. K. A., Quezada S. A., Vanloo S., Zaccaria S., Hessey S., Boeing S., Bola S. K., Denner T., Marafioti T., Mourikis T. P., Spanswick V., Barbe V., Lu W. -T., Hill W., Liu W. K., Wu Y., Naito Y., Ramsden Z., Veiga C., Royle G., Collins-Fekete C. -A., Fraioli F., Ashford P., Clark T., Forster M. D., Lee S. M., Borg E., Falzon M., Papadatos-Pastos D., Wilson J., Ahmad T., Procter A. J., Ahmed A., Taylor M. N., Nair A., Lawrence D., Patrini D., Navani N., Thakrar R. M., Janes S. M., Hoogenboom E. M., Monk F., Holding J. W., Choudhary J., Bhakhri K., Scarci M., Hayward M., Panagiotopoulos N., Gorman P., Khiroya R., Stephens R. C. M., Wong Y. N. S., Bandula S., Sharp A., Smith S., Gower N., Dhanda H. K., Chan K., Pilotti C., Leslie R., Grapa A., Zhang H., AbdulJabbar K., Pan X., Yuan Y., Chuter D., MacKenzie M., Chee S., Alzetani A., Cave J., Scarlett L., Richards J., Ingram P., Austin S., Lim E., De Sousa P., Jordan S., Rice A., Raubenheimer H., Bhayani H., Ambrose L., Devaraj A., Chavan H., Begum S., Buderi S. I., Kaniu D., Malima M., Booth S., Nicholson A. G., Fernandes N., Shah P., Proli C., Hewish M., Danson S., Shackcloth M. J., Robinson L., Russell P., Blyth K. G., Dick C., Le Quesne J., Kirk A., Asif M., Bilancia R., Kostoulas N., Thomas M., Martinez-Ruiz, C, Black, J, Puttick, C, Hill, M, Demeulemeester, J, Larose Cadieux, E, Thol, K, Jones, T, Veeriah, S, Naceur-Lombardelli, C, Toncheva, A, Prymas, P, Rowan, A, Ward, S, Cubitt, L, Athanasopoulou, F, Pich, O, Karasaki, T, Moore, D, Salgado, R, Colliver, E, Castignani, C, Dietzen, M, Huebner, A, Al Bakir, M, Tanic, M, Watkins, T, Lim, E, Al-Rashed, A, Lang, D, Clements, J, Cook, D, Rosenthal, R, Wilson, G, Frankell, A, de Carne Trecesson, S, East, P, Kanu, N, Litchfield, K, Birkbak, N, Hackshaw, A, Beck, S, Van Loo, P, Jamal-Hanjani, M, Mcgranahan, N, Swanton, C, Bakir, M, Lester, J, Bajaj, A, Nakas, A, Sodha-Ramdeen, A, Ang, K, Tufail, M, Chowdhry, M, Scotland, M, Boyles, R, Rathinam, S, Wilson, C, Marrone, D, Dulloo, S, Fennell, D, Matharu, G, Shaw, J, Riley, J, Primrose, L, Boleti, E, Cheyne, H, Khalil, M, Richardson, S, Cruickshank, T, Price, G, Kerr, K, Benafif, S, Gilbert, K, Naidu, B, Patel, A, Osman, A, Lacson, C, Langman, G, Shackleford, H, Djearaman, M, Kadiri, S, Middleton, G, Leek, A, Hodgkinson, J, Totten, N, Montero, A, Smith, E, Fontaine, E, Granato, F, Doran, H, Novasio, J, Rammohan, K, Joseph, L, Bishop, P, Shah, R, Moss, S, Joshi, V, Crosbie, P, Gomes, F, Brown, K, Carter, M, Chaturvedi, A, Priest, L, Oliveira, P, Lindsay, C, Blackhall, F, Krebs, M, Summers, Y, Clipson, A, Tugwood, J, Kerr, A, Rothwell, D, Kilgour, E, Dive, C, Aerts, H, Schwarz, R, Kaufmann, T, Szallasi, Z, Kisistok, J, Sokac, M, Diossy, M, Bunkum, A, Stewart, A, Magness, A, Karamani, A, Chain, B, Campbell, B, Bailey, C, Abbosh, C, Weeden, C, Lee, C, Richard, C, Hiley, C, Pearce, D, Karagianni, D, Biswas, D, Levi, D, Hoxha, E, Nye, E, Gronroos, E, Galvez-Cancino, F, Gimeno-Valiente, F, Kassiotis, G, Stavrou, G, Mastrokalos, G, Zhai, H, Lowe, H, Matos, I, Goldman, J, Reading, J, Herrero, J, Rane, J, Nicod, J, Lam, J, Hartley, J, Peggs, K, Enfield, K, Selvaraju, K, Ng, K, Chen, K, Dijkstra, K, Grigoriadis, K, Thakkar, K, Ensell, L, Shah, M, Duran, M, Litovchenko, M, Sunderland, M, Leung, M, Escudero, M, Angelova, M, Sivakumar, M, Chervova, O, Lucas, O, Al-Sawaf, O, Hobson, P, Pawlik, P, Stone, R, Bentham, R, Hynds, R, Vendramin, R, Saghafinia, S, Lopez, S, Gamble, S, Ung, S, Quezada, S, Vanloo, S, Zaccaria, S, Hessey, S, Boeing, S, Bola, S, Denner, T, Marafioti, T, Mourikis, T, Spanswick, V, Barbe, V, Lu, W, Hill, W, Liu, W, Wu, Y, Naito, Y, Ramsden, Z, Veiga, C, Royle, G, Collins-Fekete, C, Fraioli, F, Ashford, P, Clark, T, Forster, M, Lee, S, Borg, E, Falzon, M, Papadatos-Pastos, D, Wilson, J, Ahmad, T, Procter, A, Ahmed, A, Taylor, M, Nair, A, Lawrence, D, Patrini, D, Navani, N, Thakrar, R, Janes, S, Hoogenboom, E, Monk, F, Holding, J, Choudhary, J, Bhakhri, K, Scarci, M, Hayward, M, Panagiotopoulos, N, Gorman, P, Khiroya, R, Stephens, R, Wong, Y, Bandula, S, Sharp, A, Smith, S, Gower, N, Dhanda, H, Chan, K, Pilotti, C, Leslie, R, Grapa, A, Zhang, H, Abduljabbar, K, Pan, X, Yuan, Y, Chuter, D, Mackenzie, M, Chee, S, Alzetani, A, Cave, J, Scarlett, L, Richards, J, Ingram, P, Austin, S, De Sousa, P, Jordan, S, Rice, A, Raubenheimer, H, Bhayani, H, Ambrose, L, Devaraj, A, Chavan, H, Begum, S, Buderi, S, Kaniu, D, Malima, M, Booth, S, Nicholson, A, Fernandes, N, Shah, P, Proli, C, Hewish, M, Danson, S, Shackcloth, M, Robinson, L, Russell, P, Blyth, K, Dick, C, Le Quesne, J, Kirk, A, Asif, M, Bilancia, R, Kostoulas, N, Thomas, M, Martinez-Ruiz C., Black J. R. M., Puttick C., Hill M. S., Demeulemeester J., Larose Cadieux E., Thol K., Jones T. P., Veeriah S., Naceur-Lombardelli C., Toncheva A., Prymas P., Rowan A., Ward S., Cubitt L., Athanasopoulou F., Pich O., Karasaki T., Moore D. A., Salgado R., Colliver E., Castignani C., Dietzen M., Huebner A., Al Bakir M., Tanic M., Watkins T. B. K., Lim E. L., Al-Rashed A. M., Lang D., Clements J., Cook D. E., Rosenthal R., Wilson G. A., Frankell A. M., de Carne Trecesson S., East P., Kanu N., Litchfield K., Birkbak N. J., Hackshaw A., Beck S., Van Loo P., Jamal-Hanjani M., McGranahan N., Swanton C., Bakir M. A., Lester J. F., Bajaj A., Nakas A., Sodha-Ramdeen A., Ang K., Tufail M., Chowdhry M. F., Scotland M., Boyles R., Rathinam S., Wilson C., Marrone D., Dulloo S., Fennell D. A., Matharu G., Shaw J. A., Riley J., Primrose L., Boleti E., Cheyne H., Khalil M., Richardson S., Cruickshank T., Price G., Kerr K. M., Benafif S., Gilbert K., Naidu B., Patel A. J., Osman A., Lacson C., Langman G., Shackleford H., Djearaman M., Kadiri S., Middleton G., Leek A., Hodgkinson J. D., Totten N., Montero A., Smith E., Fontaine E., Granato F., Doran H., Novasio J., Rammohan K., Joseph L., Bishop P., Shah R., Moss S., Joshi V., Crosbie P., Gomes F., Brown K., Carter M., Chaturvedi A., Priest L., Oliveira P., Lindsay C. R., Blackhall F. H., Krebs M. G., Summers Y., Clipson A., Tugwood J., Kerr A., Rothwell D. G., Kilgour E., Dive C., Aerts H. J. W. L., Schwarz R. F., Kaufmann T. L., Szallasi Z., Kisistok J., Sokac M., Diossy M., Bunkum A., Stewart A., Magness A., Karamani A., Chain B., Campbell B. B., Bailey C., Abbosh C., Weeden C. E., Lee C., Richard C., Hiley C. T., Pearce D. R., Karagianni D., Biswas D., Levi D., Hoxha E., Nye E., Gronroos E., Galvez-Cancino F., Gimeno-Valiente F., Kassiotis G., Stavrou G., Mastrokalos G., Zhai H., Lowe H. L., Matos I. G., Goldman J., Reading J. L., Herrero J., Rane J. K., Nicod J., Lam J. M., Hartley J. A., Peggs K. S., Enfield K. S. S., Selvaraju K., Ng K. W., Chen K., Dijkstra K., Grigoriadis K., Thakkar K., Ensell L., Shah M., Duran M. V., Litovchenko M., Sunderland M. W., Leung M., Escudero M., Angelova M., Sivakumar M., Chervova O., Lucas O., Al-Sawaf O., Hobson P., Pawlik P., Stone R. K., Bentham R., Hynds R. E., Vendramin R., Saghafinia S., Lopez S., Gamble S., Ung S. K. A., Quezada S. A., Vanloo S., Zaccaria S., Hessey S., Boeing S., Bola S. K., Denner T., Marafioti T., Mourikis T. P., Spanswick V., Barbe V., Lu W. -T., Hill W., Liu W. K., Wu Y., Naito Y., Ramsden Z., Veiga C., Royle G., Collins-Fekete C. -A., Fraioli F., Ashford P., Clark T., Forster M. D., Lee S. M., Borg E., Falzon M., Papadatos-Pastos D., Wilson J., Ahmad T., Procter A. J., Ahmed A., Taylor M. N., Nair A., Lawrence D., Patrini D., Navani N., Thakrar R. M., Janes S. M., Hoogenboom E. M., Monk F., Holding J. W., Choudhary J., Bhakhri K., Scarci M., Hayward M., Panagiotopoulos N., Gorman P., Khiroya R., Stephens R. C. M., Wong Y. N. S., Bandula S., Sharp A., Smith S., Gower N., Dhanda H. K., Chan K., Pilotti C., Leslie R., Grapa A., Zhang H., AbdulJabbar K., Pan X., Yuan Y., Chuter D., MacKenzie M., Chee S., Alzetani A., Cave J., Scarlett L., Richards J., Ingram P., Austin S., Lim E., De Sousa P., Jordan S., Rice A., Raubenheimer H., Bhayani H., Ambrose L., Devaraj A., Chavan H., Begum S., Buderi S. I., Kaniu D., Malima M., Booth S., Nicholson A. G., Fernandes N., Shah P., Proli C., Hewish M., Danson S., Shackcloth M. J., Robinson L., Russell P., Blyth K. G., Dick C., Le Quesne J., Kirk A., Asif M., Bilancia R., Kostoulas N., and Thomas M.

Abstract

Intratumour heterogeneity (ITH) fuels lung cancer evolution, which leads to immune evasion and resistance to therapy1. Here, using paired whole-exome and RNA sequencing data, we investigate intratumour transcriptomic diversity in 354 non-small cell lung cancer tumours from 347 out of the first 421 patients prospectively recruited into the TRACERx study2,3. Analyses of 947 tumour regions, representing both primary and metastatic disease, alongside 96 tumour-adjacent normal tissue samples implicate the transcriptome as a major source of phenotypic variation. Gene expression levels and ITH relate to patterns of positive and negative selection during tumour evolution. We observe frequent copy number-independent allele-specific expression that is linked to epigenomic dysfunction. Allele-specific expression can also result in genomic–transcriptomic parallel evolution, which converges on cancer gene disruption. We extract signatures of RNA single-base substitutions and link their aetiology to the activity of the RNA-editing enzymes ADAR and APOBEC3A, thereby revealing otherwise undetected ongoing APOBEC activity in tumours. Characterizing the transcriptomes of primary–metastatic tumour pairs, we combine multiple machine-learning approaches that leverage genomic and transcriptomic variables to link metastasis-seeding potential to the evolutionary context of mutations and increased proliferation within primary tumour regions. These results highlight the interplay between the genome and transcriptome in influencing ITH, lung cancer evolution and metastasis.

Published
2023

35. Tracking early lung cancer metastatic dissemination in TRACERx using ctDNA

Author

Abbosh, C, Frankell, A, Harrison, T, Kisistok, J, Garnett, A, Johnson, L, Veeriah, S, Moreau, M, Chesh, A, Chaunzwa, T, Weiss, J, Schroeder, M, Ward, S, Grigoriadis, K, Shahpurwalla, A, Litchfield, K, Puttick, C, Biswas, D, Karasaki, T, Black, J, Martinez-Ruiz, C, Bakir, M, Pich, O, Watkins, T, Lim, E, Huebner, A, Moore, D, Godin-Heymann, N, L'Hernault, A, Bye, H, Odell, A, Roberts, P, Gomes, F, Patel, A, Manzano, E, Hiley, C, Carey, N, Riley, J, Cook, D, Hodgson, D, Stetson, D, Barrett, J, Kortlever, R, Evan, G, Hackshaw, A, Daber, R, Shaw, J, Aerts, H, Licon, A, Stahl, J, Jamal-Hanjani, M, Lester, J, Bajaj, A, Nakas, A, Sodha-Ramdeen, A, Ang, K, Tufail, M, Chowdhry, M, Scotland, M, Boyles, R, Rathinam, S, Wilson, C, Marrone, D, Dulloo, S, Fennell, D, Matharu, G, Primrose, L, Boleti, E, Cheyne, H, Khalil, M, Richardson, S, Cruickshank, T, Price, G, Kerr, K, Benafif, S, Gilbert, K, Naidu, B, Osman, A, Lacson, C, Langman, G, Shackleford, H, Djearaman, M, Kadiri, S, Middleton, G, Leek, A, Hodgkinson, J, Totten, N, Montero, A, Smith, E, Fontaine, E, Granato, F, Doran, H, Novasio, J, Rammohan, K, Joseph, L, Bishop, P, Shah, R, Moss, S, Joshi, V, Crosbie, P, Brown, K, Carter, M, Chaturvedi, A, Priest, L, Oliveira, P, Lindsay, C, Blackhall, F, Krebs, M, Summers, Y, Clipson, A, Tugwood, J, Kerr, A, Rothwell, D, Kilgour, E, Dive, C, Schwarz, R, Kaufmann, T, Wilson, G, Rosenthal, R, Van Loo, P, Szallasi, Z, Sokac, M, Salgado, R, Diossy, M, Demeulemeester, J, Bunkum, A, Stewart, A, Magness, A, Rowan, A, Karamani, A, Toncheva, A, Chain, B, Campbell, B, Castignani, C, Bailey, C, Weeden, C, Lee, C, Richard, C, Naceur-Lombardelli, C, Pearce, D, Karagianni, D, Levi, D, Hoxha, E, Larose Cadieux, E, Colliver, E, Nye, E, Gronroos, E, Galvez-Cancino, F, Athanasopoulou, F, Gimeno-Valiente, F, Kassiotis, G, Stavrou, G, Mastrokalos, G, Zhai, H, Lowe, H, Matos, I, Goldman, J, Reading, J, Herrero, J, Rane, J, Nicod, J, Lam, J, Hartley, J, Peggs, K, Enfield, K, Selvaraju, K, Thol, K, Ng, K, Chen, K, Dijkstra, K, Thakkar, K, Ensell, L, Shah, M, Vasquez, M, Litovchenko, M, Werner Sunderland, M, Hill, M, Dietzen, M, Leung, M, Escudero, M, Angelova, M, Tanic, M, Sivakumar, M, Kanu, N, Chervova, O, Lucas, O, Al-Sawaf, O, Prymas, P, Hobson, P, Pawlik, P, Stone, R, Bentham, R, Hynds, R, Vendramin, R, Saghafinia, S, Lopez, S, Gamble, S, Ung, S, Quezada, S, Vanloo, S, Zaccaria, S, Hessey, S, Boeing, S, Beck, S, Bola, S, Denner, T, Marafioti, T, Mourikis, T, Spanswick, V, Barbe, V, Lu, W, Hill, W, Liu, W, Wu, Y, Naito, Y, Ramsden, Z, Veiga, C, Royle, G, Collins-Fekete, C, Fraioli, F, Ashford, P, Clark, T, Forster, M, Lee, S, Borg, E, Falzon, M, Papadatos-Pastos, D, Wilson, J, Ahmad, T, Procter, A, Ahmed, A, Taylor, M, Nair, A, Lawrence, D, Patrini, D, Navani, N, Thakrar, R, Janes, S, Martinoni Hoogenboom, E, Monk, F, Holding, J, Choudhary, J, Bhakhri, K, Scarci, M, Hayward, M, Panagiotopoulos, N, Gorman, P, Khiroya, R, Stephens, R, Wong, Y, Bandula, S, Sharp, A, Smith, S, Gower, N, Dhanda, H, Chan, K, Pilotti, C, Leslie, R, Grapa, A, Zhang, H, Abduljabbar, K, Pan, X, Yuan, Y, Chuter, D, Mackenzie, M, Chee, S, Alzetani, A, Cave, J, Scarlett, L, Richards, J, Ingram, P, Austin, S, De Sousa, P, Jordan, S, Rice, A, Raubenheimer, H, Bhayani, H, Ambrose, L, Devaraj, A, Chavan, H, Begum, S, Buderi, S, Kaniu, D, Malima, M, Booth, S, Nicholson, A, Fernandes, N, Shah, P, Proli, C, Hewish, M, Danson, S, Shackcloth, M, Robinson, L, Russell, P, Blyth, K, Dick, C, Le Quesne, J, Kirk, A, Asif, M, Bilancia, R, Kostoulas, N, Thomas, M, Birkbak, N, Mcgranahan, N, Swanton, C, Abbosh C., Frankell A. M., Harrison T., Kisistok J., Garnett A., Johnson L., Veeriah S., Moreau M., Chesh A., Chaunzwa T. L., Weiss J., Schroeder M. R., Ward S., Grigoriadis K., Shahpurwalla A., Litchfield K., Puttick C., Biswas D., Karasaki T., Black J. R. M., Martinez-Ruiz C., Bakir M. A., Pich O., Watkins T. B. K., Lim E. L., Huebner A., Moore D. A., Godin-Heymann N., L'Hernault A., Bye H., Odell A., Roberts P., Gomes F., Patel A. J., Manzano E., Hiley C. T., Carey N., Riley J., Cook D. E., Hodgson D., Stetson D., Barrett J. C., Kortlever R. M., Evan G. I., Hackshaw A., Daber R. D., Shaw J. A., Aerts H. J. W. L., Licon A., Stahl J., Jamal-Hanjani M., Lester J. F., Bajaj A., Nakas A., Sodha-Ramdeen A., Ang K., Tufail M., Chowdhry M. F., Scotland M., Boyles R., Rathinam S., Wilson C., Marrone D., Dulloo S., Fennell D. A., Matharu G., Primrose L., Boleti E., Cheyne H., Khalil M., Richardson S., Cruickshank T., Price G., Kerr K. M., Benafif S., Gilbert K., Naidu B., Osman A., Lacson C., Langman G., Shackleford H., Djearaman M., Kadiri S., Middleton G., Leek A., Hodgkinson J. D., Totten N., Montero A., Smith E., Fontaine E., Granato F., Doran H., Novasio J., Rammohan K., Joseph L., Bishop P., Shah R., Moss S., Joshi V., Crosbie P., Brown K., Carter M., Chaturvedi A., Priest L., Oliveira P., Lindsay C. R., Blackhall F. H., Krebs M. G., Summers Y., Clipson A., Tugwood J., Kerr A., Rothwell D. G., Kilgour E., Dive C., Schwarz R. F., Kaufmann T. L., Wilson G. A., Rosenthal R., Van Loo P., Szallasi Z., Sokac M., Salgado R., Diossy M., Demeulemeester J., Bunkum A., Stewart A., Magness A., Rowan A., Karamani A., Toncheva A., Chain B., Campbell B. B., Castignani C., Bailey C., Weeden C. E., Lee C., Richard C., Naceur-Lombardelli C., Pearce D. R., Karagianni D., Levi D., Hoxha E., Larose Cadieux E., Colliver E., Nye E., Gronroos E., Galvez-Cancino F., Athanasopoulou F., Gimeno-Valiente F., Kassiotis G., Stavrou G., Mastrokalos G., Zhai H., Lowe H. L., Matos I., Goldman J., Reading J. L., Herrero J., Rane J. K., Nicod J., Lam J. M., Hartley J. A., Peggs K. S., Enfield K. S. S., Selvaraju K., Thol K., Ng K. W., Chen K., Dijkstra K., Thakkar K., Ensell L., Shah M., Vasquez M., Litovchenko M., Werner Sunderland M., Hill M. S., Dietzen M., Leung M., Escudero M., Angelova M., Tanic M., Sivakumar M., Kanu N., Chervova O., Lucas O., Al-Sawaf O., Prymas P., Hobson P., Pawlik P., Stone R. K., Bentham R., Hynds R. E., Vendramin R., Saghafinia S., Lopez S., Gamble S., Ung S. K. A., Quezada S. A., Vanloo S., Zaccaria S., Hessey S., Boeing S., Beck S., Bola S. K., Denner T., Marafioti T., Mourikis T. P., Spanswick V., Barbe V., Lu W. -T., Hill W., Liu W. K., Wu Y., Naito Y., Ramsden Z., Veiga C., Royle G., Collins-Fekete C. -A., Fraioli F., Ashford P., Clark T., Forster M. D., Lee S. M., Borg E., Falzon M., Papadatos-Pastos D., Wilson J., Ahmad T., Procter A. J., Ahmed A., Taylor M. N., Nair A., Lawrence D., Patrini D., Navani N., Thakrar R. M., Janes S. M., Martinoni Hoogenboom E., Monk F., Holding J. W., Choudhary J., Bhakhri K., Scarci M., Hayward M., Panagiotopoulos N., Gorman P., Khiroya R., Stephens R. C., Wong Y. N. S., Bandula S., Sharp A., Smith S., Gower N., Dhanda H. K., Chan K., Pilotti C., Leslie R., Grapa A., Zhang H., AbdulJabbar K., Pan X., Yuan Y., Chuter D., MacKenzie M., Chee S., Alzetani A., Cave J., Scarlett L., Richards J., Ingram P., Austin S., Lim E., De Sousa P., Jordan S., Rice A., Raubenheimer H., Bhayani H., Ambrose L., Devaraj A., Chavan H., Begum S., Buderi S. I., Kaniu D., Malima M., Booth S., Nicholson A. G., Fernandes N., Shah P., Proli C., Hewish M., Danson S., Shackcloth M. J., Robinson L., Russell P., Blyth K. G., Dick C., Le Quesne J., Kirk A., Asif M., Bilancia R., Kostoulas N., Thomas M., Birkbak N. J., McGranahan N., Swanton C., Abbosh, C, Frankell, A, Harrison, T, Kisistok, J, Garnett, A, Johnson, L, Veeriah, S, Moreau, M, Chesh, A, Chaunzwa, T, Weiss, J, Schroeder, M, Ward, S, Grigoriadis, K, Shahpurwalla, A, Litchfield, K, Puttick, C, Biswas, D, Karasaki, T, Black, J, Martinez-Ruiz, C, Bakir, M, Pich, O, Watkins, T, Lim, E, Huebner, A, Moore, D, Godin-Heymann, N, L'Hernault, A, Bye, H, Odell, A, Roberts, P, Gomes, F, Patel, A, Manzano, E, Hiley, C, Carey, N, Riley, J, Cook, D, Hodgson, D, Stetson, D, Barrett, J, Kortlever, R, Evan, G, Hackshaw, A, Daber, R, Shaw, J, Aerts, H, Licon, A, Stahl, J, Jamal-Hanjani, M, Lester, J, Bajaj, A, Nakas, A, Sodha-Ramdeen, A, Ang, K, Tufail, M, Chowdhry, M, Scotland, M, Boyles, R, Rathinam, S, Wilson, C, Marrone, D, Dulloo, S, Fennell, D, Matharu, G, Primrose, L, Boleti, E, Cheyne, H, Khalil, M, Richardson, S, Cruickshank, T, Price, G, Kerr, K, Benafif, S, Gilbert, K, Naidu, B, Osman, A, Lacson, C, Langman, G, Shackleford, H, Djearaman, M, Kadiri, S, Middleton, G, Leek, A, Hodgkinson, J, Totten, N, Montero, A, Smith, E, Fontaine, E, Granato, F, Doran, H, Novasio, J, Rammohan, K, Joseph, L, Bishop, P, Shah, R, Moss, S, Joshi, V, Crosbie, P, Brown, K, Carter, M, Chaturvedi, A, Priest, L, Oliveira, P, Lindsay, C, Blackhall, F, Krebs, M, Summers, Y, Clipson, A, Tugwood, J, Kerr, A, Rothwell, D, Kilgour, E, Dive, C, Schwarz, R, Kaufmann, T, Wilson, G, Rosenthal, R, Van Loo, P, Szallasi, Z, Sokac, M, Salgado, R, Diossy, M, Demeulemeester, J, Bunkum, A, Stewart, A, Magness, A, Rowan, A, Karamani, A, Toncheva, A, Chain, B, Campbell, B, Castignani, C, Bailey, C, Weeden, C, Lee, C, Richard, C, Naceur-Lombardelli, C, Pearce, D, Karagianni, D, Levi, D, Hoxha, E, Larose Cadieux, E, Colliver, E, Nye, E, Gronroos, E, Galvez-Cancino, F, Athanasopoulou, F, Gimeno-Valiente, F, Kassiotis, G, Stavrou, G, Mastrokalos, G, Zhai, H, Lowe, H, Matos, I, Goldman, J, Reading, J, Herrero, J, Rane, J, Nicod, J, Lam, J, Hartley, J, Peggs, K, Enfield, K, Selvaraju, K, Thol, K, Ng, K, Chen, K, Dijkstra, K, Thakkar, K, Ensell, L, Shah, M, Vasquez, M, Litovchenko, M, Werner Sunderland, M, Hill, M, Dietzen, M, Leung, M, Escudero, M, Angelova, M, Tanic, M, Sivakumar, M, Kanu, N, Chervova, O, Lucas, O, Al-Sawaf, O, Prymas, P, Hobson, P, Pawlik, P, Stone, R, Bentham, R, Hynds, R, Vendramin, R, Saghafinia, S, Lopez, S, Gamble, S, Ung, S, Quezada, S, Vanloo, S, Zaccaria, S, Hessey, S, Boeing, S, Beck, S, Bola, S, Denner, T, Marafioti, T, Mourikis, T, Spanswick, V, Barbe, V, Lu, W, Hill, W, Liu, W, Wu, Y, Naito, Y, Ramsden, Z, Veiga, C, Royle, G, Collins-Fekete, C, Fraioli, F, Ashford, P, Clark, T, Forster, M, Lee, S, Borg, E, Falzon, M, Papadatos-Pastos, D, Wilson, J, Ahmad, T, Procter, A, Ahmed, A, Taylor, M, Nair, A, Lawrence, D, Patrini, D, Navani, N, Thakrar, R, Janes, S, Martinoni Hoogenboom, E, Monk, F, Holding, J, Choudhary, J, Bhakhri, K, Scarci, M, Hayward, M, Panagiotopoulos, N, Gorman, P, Khiroya, R, Stephens, R, Wong, Y, Bandula, S, Sharp, A, Smith, S, Gower, N, Dhanda, H, Chan, K, Pilotti, C, Leslie, R, Grapa, A, Zhang, H, Abduljabbar, K, Pan, X, Yuan, Y, Chuter, D, Mackenzie, M, Chee, S, Alzetani, A, Cave, J, Scarlett, L, Richards, J, Ingram, P, Austin, S, De Sousa, P, Jordan, S, Rice, A, Raubenheimer, H, Bhayani, H, Ambrose, L, Devaraj, A, Chavan, H, Begum, S, Buderi, S, Kaniu, D, Malima, M, Booth, S, Nicholson, A, Fernandes, N, Shah, P, Proli, C, Hewish, M, Danson, S, Shackcloth, M, Robinson, L, Russell, P, Blyth, K, Dick, C, Le Quesne, J, Kirk, A, Asif, M, Bilancia, R, Kostoulas, N, Thomas, M, Birkbak, N, Mcgranahan, N, Swanton, C, Abbosh C., Frankell A. M., Harrison T., Kisistok J., Garnett A., Johnson L., Veeriah S., Moreau M., Chesh A., Chaunzwa T. L., Weiss J., Schroeder M. R., Ward S., Grigoriadis K., Shahpurwalla A., Litchfield K., Puttick C., Biswas D., Karasaki T., Black J. R. M., Martinez-Ruiz C., Bakir M. A., Pich O., Watkins T. B. K., Lim E. L., Huebner A., Moore D. A., Godin-Heymann N., L'Hernault A., Bye H., Odell A., Roberts P., Gomes F., Patel A. J., Manzano E., Hiley C. T., Carey N., Riley J., Cook D. E., Hodgson D., Stetson D., Barrett J. C., Kortlever R. M., Evan G. I., Hackshaw A., Daber R. D., Shaw J. A., Aerts H. J. W. L., Licon A., Stahl J., Jamal-Hanjani M., Lester J. F., Bajaj A., Nakas A., Sodha-Ramdeen A., Ang K., Tufail M., Chowdhry M. F., Scotland M., Boyles R., Rathinam S., Wilson C., Marrone D., Dulloo S., Fennell D. A., Matharu G., Primrose L., Boleti E., Cheyne H., Khalil M., Richardson S., Cruickshank T., Price G., Kerr K. M., Benafif S., Gilbert K., Naidu B., Osman A., Lacson C., Langman G., Shackleford H., Djearaman M., Kadiri S., Middleton G., Leek A., Hodgkinson J. D., Totten N., Montero A., Smith E., Fontaine E., Granato F., Doran H., Novasio J., Rammohan K., Joseph L., Bishop P., Shah R., Moss S., Joshi V., Crosbie P., Brown K., Carter M., Chaturvedi A., Priest L., Oliveira P., Lindsay C. R., Blackhall F. H., Krebs M. G., Summers Y., Clipson A., Tugwood J., Kerr A., Rothwell D. G., Kilgour E., Dive C., Schwarz R. F., Kaufmann T. L., Wilson G. A., Rosenthal R., Van Loo P., Szallasi Z., Sokac M., Salgado R., Diossy M., Demeulemeester J., Bunkum A., Stewart A., Magness A., Rowan A., Karamani A., Toncheva A., Chain B., Campbell B. B., Castignani C., Bailey C., Weeden C. E., Lee C., Richard C., Naceur-Lombardelli C., Pearce D. R., Karagianni D., Levi D., Hoxha E., Larose Cadieux E., Colliver E., Nye E., Gronroos E., Galvez-Cancino F., Athanasopoulou F., Gimeno-Valiente F., Kassiotis G., Stavrou G., Mastrokalos G., Zhai H., Lowe H. L., Matos I., Goldman J., Reading J. L., Herrero J., Rane J. K., Nicod J., Lam J. M., Hartley J. A., Peggs K. S., Enfield K. S. S., Selvaraju K., Thol K., Ng K. W., Chen K., Dijkstra K., Thakkar K., Ensell L., Shah M., Vasquez M., Litovchenko M., Werner Sunderland M., Hill M. S., Dietzen M., Leung M., Escudero M., Angelova M., Tanic M., Sivakumar M., Kanu N., Chervova O., Lucas O., Al-Sawaf O., Prymas P., Hobson P., Pawlik P., Stone R. K., Bentham R., Hynds R. E., Vendramin R., Saghafinia S., Lopez S., Gamble S., Ung S. K. A., Quezada S. A., Vanloo S., Zaccaria S., Hessey S., Boeing S., Beck S., Bola S. K., Denner T., Marafioti T., Mourikis T. P., Spanswick V., Barbe V., Lu W. -T., Hill W., Liu W. K., Wu Y., Naito Y., Ramsden Z., Veiga C., Royle G., Collins-Fekete C. -A., Fraioli F., Ashford P., Clark T., Forster M. D., Lee S. M., Borg E., Falzon M., Papadatos-Pastos D., Wilson J., Ahmad T., Procter A. J., Ahmed A., Taylor M. N., Nair A., Lawrence D., Patrini D., Navani N., Thakrar R. M., Janes S. M., Martinoni Hoogenboom E., Monk F., Holding J. W., Choudhary J., Bhakhri K., Scarci M., Hayward M., Panagiotopoulos N., Gorman P., Khiroya R., Stephens R. C., Wong Y. N. S., Bandula S., Sharp A., Smith S., Gower N., Dhanda H. K., Chan K., Pilotti C., Leslie R., Grapa A., Zhang H., AbdulJabbar K., Pan X., Yuan Y., Chuter D., MacKenzie M., Chee S., Alzetani A., Cave J., Scarlett L., Richards J., Ingram P., Austin S., Lim E., De Sousa P., Jordan S., Rice A., Raubenheimer H., Bhayani H., Ambrose L., Devaraj A., Chavan H., Begum S., Buderi S. I., Kaniu D., Malima M., Booth S., Nicholson A. G., Fernandes N., Shah P., Proli C., Hewish M., Danson S., Shackcloth M. J., Robinson L., Russell P., Blyth K. G., Dick C., Le Quesne J., Kirk A., Asif M., Bilancia R., Kostoulas N., Thomas M., Birkbak N. J., McGranahan N., and Swanton C.

Abstract

Circulating tumour DNA (ctDNA) can be used to detect and profile residual tumour cells persisting after curative intent therapy1. The study of large patient cohorts incorporating longitudinal plasma sampling and extended follow-up is required to determine the role of ctDNA as a phylogenetic biomarker of relapse in early-stage non-small-cell lung cancer (NSCLC). Here we developed ctDNA methods tracking a median of 200 mutations identified in resected NSCLC tissue across 1,069 plasma samples collected from 197 patients enrolled in the TRACERx study2. A lack of preoperative ctDNA detection distinguished biologically indolent lung adenocarcinoma with good clinical outcome. Postoperative plasma analyses were interpreted within the context of standard-of-care radiological surveillance and administration of cytotoxic adjuvant therapy. Landmark analyses of plasma samples collected within 120 days after surgery revealed ctDNA detection in 25% of patients, including 49% of all patients who experienced clinical relapse; 3 to 6 monthly ctDNA surveillance identified impending disease relapse in an additional 20% of landmark-negative patients. We developed a bioinformatic tool (ECLIPSE) for non-invasive tracking of subclonal architecture at low ctDNA levels. ECLIPSE identified patients with polyclonal metastatic dissemination, which was associated with a poor clinical outcome. By measuring subclone cancer cell fractions in preoperative plasma, we found that subclones seeding future metastases were significantly more expanded compared with non-metastatic subclones. Our findings will support (neo)adjuvant trial advances and provide insights into the process of metastatic dissemination using low-ctDNA-level liquid biopsy.

Published
2023

36. Antibodies against endogenous retroviruses promote lung cancer immunotherapy

Author

Ng, K, Boumelha, J, Enfield, K, Almagro, J, Cha, H, Pich, O, Karasaki, T, Moore, D, Salgado, R, Sivakumar, M, Young, G, Molina-Arcas, M, de Carne Trecesson, S, Anastasiou, P, Fendler, A, Au, L, Shepherd, S, Martinez-Ruiz, C, Puttick, C, Black, J, Watkins, T, Kim, H, Shim, S, Faulkner, N, Attig, J, Veeriah, S, Magno, N, Ward, S, Frankell, A, Al Bakir, M, Lim, E, Hill, M, Wilson, G, Cook, D, Birkbak, N, Behrens, A, Yousaf, N, Popat, S, Hackshaw, A, Rowan, A, Huebner, A, Campbell, B, Bailey, C, Lee, C, Biswas, D, Colliver, E, Athanasopoulou, F, Zhai, H, Rane, J, Grigoriadis, K, Dietzen, M, Leung, M, Angelova, M, Lucas, O, Al-Sawaf, O, Rosenthal, R, Nicod, J, Bunkum, A, Toncheva, A, Abbosh, C, Richard, C, Naceur-Lombardelli, C, Gimeno-Valiente, F, Lam, J, Thol, K, Thakkar, K, Werner Sunderland, M, Forster, M, Kanu, N, Prymas, P, Bentham, R, Saghafinia, S, Quezada, S, Vanloo, S, Zaccaria, S, Lee, S, Hessey, S, Liu, W, Papadatos-Pastos, D, Wilson, J, Benafif, S, Ahmad, T, Borg, E, Falzon, M, Khiroya, R, Marafioti, T, Sharp, A, Pilotti, C, Dhanda, H, Chan, K, Gower, N, Leslie, R, Smith, S, Nicholson, A, Herrero, J, Castignani, C, Larose Cadieux, E, Demeulemeester, J, Van Loo, P, Peggs, K, Veiga, C, Royle, G, Collins-Fekete, C, Procter, A, Nair, A, Ahmed, A, Taylor, M, Navani, N, Thakrar, R, Lawrence, D, Patrini, D, Nye, E, Stone, R, Chuter, D, Mackenzie, M, Fraioli, F, Ashford, P, Janes, S, Tanic, M, Beck, S, Rice, A, Devaraj, A, Proli, C, Kaniu, D, Bhayani, H, Chavan, H, Raubenheimer, H, Ambrose, L, Malima, M, Fernandes, N, De Sousa, P, Shah, P, Booth, S, Buderi, S, Jordan, S, Begum, S, Boleti, E, Stewart, A, Magness, A, Weeden, C, Levi, D, Gronroos, E, Goldman, J, Escudero, M, Hobson, P, Vendramin, R, Boeing, S, Denner, T, Barbe, V, Lu, W, Hill, W, Naito, Y, Ramsden, Z, Grapa, A, Zhang, H, Abduljabbar, K, Pan, X, Gilbert, K, Karamani, A, Chain, B, Pearce, D, Karagianni, D, Hoxha, E, Galvez-Cancino, F, Stavrou, G, Mastrokalos, G, Lowe, H, Matos, I, Reading, J, Hartley, J, Selvaraju, K, Chen, K, Ensell, L, Shah, M, Vasquez, M, Litovchenko, M, Chervova, O, Pawlik, P, Hynds, R, Lopez, S, Gamble, S, Ung, S, Bola, S, Mourikis, T, Spanswick, V, Wu, Y, Martinoni Hoogenboom, E, Monk, F, Holding, J, Choudhary, J, Bhakhri, K, Scarci, M, Hayward, M, Panagiotopoulos, N, Gorman, P, Stephens, R, Bandula, S, Wong, Y, Clark, T, Cheyne, H, Khalil, M, Richardson, S, Cruickshank, T, Naidu, B, Matharu, G, Shaw, J, Riley, J, Primrose, L, Le Quesne, J, Blyth, K, Kerr, A, Clipson, A, Chaturvedi, A, Dive, C, Rothwell, D, Kilgour, E, Tugwood, J, Priest, L, Oliveira, P, Crosbie, P, Price, G, Cave, J, Kerr, K, Lindsay, C, Blackhall, F, Krebs, M, Summers, Y, Kirk, A, Thomas, M, Asif, M, Kostoulas, N, Bilancia, R, Middleton, G, Shackcloth, M, Leek, A, Hodgkinson, J, Totten, N, Dick, C, Robinson, L, Russell, P, Hewish, M, Danson, S, Lester, J, Gomes, F, Brown, K, Carter, M, Patel, A, Osman, A, Lacson, C, Langman, G, Shackleford, H, Djearaman, M, Kadiri, S, Alzetani, A, Richards, J, Scarlett, L, Ingram, P, Chee, S, Austin, S, Bajaj, A, Nakas, A, Sodha-Ramdeen, A, Fennell, D, Ang, K, Tufail, M, Chowdhry, M, Scotland, M, Boyles, R, Rathinam, S, Wilson, C, Marrone, D, Dulloo, S, Montero, A, Smith, E, Fontaine, E, Granato, F, Doran, H, Novasio, J, Rammohan, K, Joseph, L, Bishop, P, Shah, R, Moss, S, Joshi, V, Aerts, H, Kaufmann, T, Schwarz, R, Kisistok, J, Sokac, M, Diossy, M, Szallasi, Z, Dijkstra, K, Yuan, Y, Byrne, F, Boos, L, Shum, B, Gerard, C, Schmitt, A, Messiou, C, Cunningham, D, Chau, I, Starling, N, Turner, N, Welsh, L, Jones, R, Droney, J, Banerjee, S, Tatham, K, Jhanji, S, Harrington, K, Okines, A, Reid, A, Young, K, Furness, A, Pickering, L, Nicholson, E, Kumar, S, Wilkinson, K, Swerdlow, A, Wilkinson, R, Hiley, C, Litchfield, K, Mcgranahan, N, Jamal-Hanjani, M, Larkin, J, Turajlic, S, Swanton, C, Downward, J, Kassiotis, G, Ng K. W., Boumelha J., Enfield K. S. S., Almagro J., Cha H., Pich O., Karasaki T., Moore D. A., Salgado R., Sivakumar M., Young G., Molina-Arcas M., de Carne Trecesson S., Anastasiou P., Fendler A., Au L., Shepherd S. T. C., Martinez-Ruiz C., Puttick C., Black J. R. M., Watkins T. B. K., Kim H., Shim S., Faulkner N., Attig J., Veeriah S., Magno N., Ward S., Frankell A. M., Al Bakir M., Lim E. L., Hill M. S., Wilson G. A., Cook D. E., Birkbak N. J., Behrens A., Yousaf N., Popat S., Hackshaw A., Rowan A., Huebner A., Campbell B. B., Bailey C., Lee C., Biswas D., Colliver E., Athanasopoulou F., Zhai H., Rane J. K., Grigoriadis K., Dietzen M., Leung M., Angelova M., Lucas O., Al-Sawaf O., Rosenthal R., Nicod J., Bunkum A., Toncheva A., Abbosh C., Richard C., Naceur-Lombardelli C., Gimeno-Valiente F., Lam J. M., Thol K., Thakkar K., Werner Sunderland M., Forster M. D., Kanu N., Prymas P., Bentham R., Saghafinia S., Quezada S. A., Vanloo S., Zaccaria S., Lee S. M., Hessey S., Liu W. K., Papadatos-Pastos D., Wilson J., Benafif S., Ahmad T., Borg E., Falzon M., Khiroya R., Marafioti T., Sharp A., Pilotti C., Dhanda H. K., Chan K., Gower N., Leslie R., Smith S., Nicholson A. G., Lim E., Herrero J., Castignani C., Larose Cadieux E., Demeulemeester J., Van Loo P., Peggs K. S., Veiga C., Royle G., Collins-Fekete C. -A., Procter A. J., Nair A., Ahmed A., Taylor M. N., Navani N., Thakrar R. M., Lawrence D., Patrini D., Nye E., Stone R. K., Chuter D., MacKenzie M., Fraioli F., Ashford P., Janes S. M., Tanic M., Beck S., Rice A., Devaraj A., Proli C., Kaniu D., Bhayani H., Chavan H., Raubenheimer H., Ambrose L., Malima M., Fernandes N., De Sousa P., Shah P., Booth S., Buderi S. I., Jordan S., Begum S., Boleti E., Stewart A., Magness A., Weeden C. E., Levi D., Gronroos E., Goldman J., Escudero M., Hobson P., Vendramin R., Boeing S., Denner T., Barbe V., Lu W. -T., Hill W., Naito Y., Ramsden Z., Grapa A., Zhang H., AbdulJabbar K., Pan X., Gilbert K., Karamani A., Chain B., Pearce D. R., Karagianni D., Hoxha E., Galvez-Cancino F., Stavrou G., Mastrokalos G., Lowe H. L., Matos I., Reading J. L., Hartley J. A., Selvaraju K., Chen K., Ensell L., Shah M., Vasquez M., Litovchenko M., Chervova O., Pawlik P., Hynds R. E., Lopez S., Gamble S., Ung S. K. A., Bola S. K., Mourikis T. P., Spanswick V., Wu Y., Martinoni Hoogenboom E., Monk F., Holding J. W., Choudhary J., Bhakhri K., Scarci M., Hayward M., Panagiotopoulos N., Gorman P., Stephens R. C. M., Bandula S., Wong Y. N. S., Clark T., Cheyne H., Khalil M., Richardson S., Cruickshank T., Naidu B., Matharu G., Shaw J. A., Riley J., Primrose L., Le Quesne J., Blyth K. G., Kerr A., Clipson A., Chaturvedi A., Dive C., Rothwell D. G., Kilgour E., Tugwood J., Priest L., Oliveira P., Crosbie P., Price G., Cave J., Kerr K. M., Lindsay C. R., Blackhall F. H., Krebs M. G., Summers Y., Kirk A., Thomas M., Asif M., Kostoulas N., Bilancia R., Middleton G., Shackcloth M. J., Leek A., Hodgkinson J. D., Totten N., Dick C., Robinson L., Russell P., Hewish M., Danson S., Lester J. F., Gomes F., Brown K., Carter M., Patel A. J., Osman A., Lacson C., Langman G., Shackleford H., Djearaman M., Kadiri S., Alzetani A., Richards J., Scarlett L., Ingram P., Chee S., Austin S., Bajaj A., Nakas A., Sodha-Ramdeen A., Fennell D. A., Ang K., Tufail M., Chowdhry M. F., Scotland M., Boyles R., Rathinam S., Wilson C., Marrone D., Dulloo S., Montero A., Smith E., Fontaine E., Granato F., Doran H., Novasio J., Rammohan K., Joseph L., Bishop P., Shah R., Moss S., Joshi V., Aerts H. J. W. L., Kaufmann T. L., Schwarz R. F., Kisistok J., Sokac M., Diossy M., Szallasi Z., Dijkstra K., Yuan Y., Byrne F., Boos L. A., Shum B., Gerard C. L., Schmitt A. M., Messiou C., Cunningham D., Chau I., Starling N., Turner N., Welsh L., Jones R. L., Droney J., Banerjee S., Tatham K. C., Jhanji S., Harrington K., Okines A., Reid A., Young K., Furness A. J. S., Pickering L., Nicholson E., Kumar S., Wilkinson K. A., Swerdlow A., Wilkinson R. J., Hiley C. T., Litchfield K., McGranahan N., Jamal-Hanjani M., Larkin J., Lee S. -H., Turajlic S., Swanton C., Downward J., Kassiotis G., Ng, K, Boumelha, J, Enfield, K, Almagro, J, Cha, H, Pich, O, Karasaki, T, Moore, D, Salgado, R, Sivakumar, M, Young, G, Molina-Arcas, M, de Carne Trecesson, S, Anastasiou, P, Fendler, A, Au, L, Shepherd, S, Martinez-Ruiz, C, Puttick, C, Black, J, Watkins, T, Kim, H, Shim, S, Faulkner, N, Attig, J, Veeriah, S, Magno, N, Ward, S, Frankell, A, Al Bakir, M, Lim, E, Hill, M, Wilson, G, Cook, D, Birkbak, N, Behrens, A, Yousaf, N, Popat, S, Hackshaw, A, Rowan, A, Huebner, A, Campbell, B, Bailey, C, Lee, C, Biswas, D, Colliver, E, Athanasopoulou, F, Zhai, H, Rane, J, Grigoriadis, K, Dietzen, M, Leung, M, Angelova, M, Lucas, O, Al-Sawaf, O, Rosenthal, R, Nicod, J, Bunkum, A, Toncheva, A, Abbosh, C, Richard, C, Naceur-Lombardelli, C, Gimeno-Valiente, F, Lam, J, Thol, K, Thakkar, K, Werner Sunderland, M, Forster, M, Kanu, N, Prymas, P, Bentham, R, Saghafinia, S, Quezada, S, Vanloo, S, Zaccaria, S, Lee, S, Hessey, S, Liu, W, Papadatos-Pastos, D, Wilson, J, Benafif, S, Ahmad, T, Borg, E, Falzon, M, Khiroya, R, Marafioti, T, Sharp, A, Pilotti, C, Dhanda, H, Chan, K, Gower, N, Leslie, R, Smith, S, Nicholson, A, Herrero, J, Castignani, C, Larose Cadieux, E, Demeulemeester, J, Van Loo, P, Peggs, K, Veiga, C, Royle, G, Collins-Fekete, C, Procter, A, Nair, A, Ahmed, A, Taylor, M, Navani, N, Thakrar, R, Lawrence, D, Patrini, D, Nye, E, Stone, R, Chuter, D, Mackenzie, M, Fraioli, F, Ashford, P, Janes, S, Tanic, M, Beck, S, Rice, A, Devaraj, A, Proli, C, Kaniu, D, Bhayani, H, Chavan, H, Raubenheimer, H, Ambrose, L, Malima, M, Fernandes, N, De Sousa, P, Shah, P, Booth, S, Buderi, S, Jordan, S, Begum, S, Boleti, E, Stewart, A, Magness, A, Weeden, C, Levi, D, Gronroos, E, Goldman, J, Escudero, M, Hobson, P, Vendramin, R, Boeing, S, Denner, T, Barbe, V, Lu, W, Hill, W, Naito, Y, Ramsden, Z, Grapa, A, Zhang, H, Abduljabbar, K, Pan, X, Gilbert, K, Karamani, A, Chain, B, Pearce, D, Karagianni, D, Hoxha, E, Galvez-Cancino, F, Stavrou, G, Mastrokalos, G, Lowe, H, Matos, I, Reading, J, Hartley, J, Selvaraju, K, Chen, K, Ensell, L, Shah, M, Vasquez, M, Litovchenko, M, Chervova, O, Pawlik, P, Hynds, R, Lopez, S, Gamble, S, Ung, S, Bola, S, Mourikis, T, Spanswick, V, Wu, Y, Martinoni Hoogenboom, E, Monk, F, Holding, J, Choudhary, J, Bhakhri, K, Scarci, M, Hayward, M, Panagiotopoulos, N, Gorman, P, Stephens, R, Bandula, S, Wong, Y, Clark, T, Cheyne, H, Khalil, M, Richardson, S, Cruickshank, T, Naidu, B, Matharu, G, Shaw, J, Riley, J, Primrose, L, Le Quesne, J, Blyth, K, Kerr, A, Clipson, A, Chaturvedi, A, Dive, C, Rothwell, D, Kilgour, E, Tugwood, J, Priest, L, Oliveira, P, Crosbie, P, Price, G, Cave, J, Kerr, K, Lindsay, C, Blackhall, F, Krebs, M, Summers, Y, Kirk, A, Thomas, M, Asif, M, Kostoulas, N, Bilancia, R, Middleton, G, Shackcloth, M, Leek, A, Hodgkinson, J, Totten, N, Dick, C, Robinson, L, Russell, P, Hewish, M, Danson, S, Lester, J, Gomes, F, Brown, K, Carter, M, Patel, A, Osman, A, Lacson, C, Langman, G, Shackleford, H, Djearaman, M, Kadiri, S, Alzetani, A, Richards, J, Scarlett, L, Ingram, P, Chee, S, Austin, S, Bajaj, A, Nakas, A, Sodha-Ramdeen, A, Fennell, D, Ang, K, Tufail, M, Chowdhry, M, Scotland, M, Boyles, R, Rathinam, S, Wilson, C, Marrone, D, Dulloo, S, Montero, A, Smith, E, Fontaine, E, Granato, F, Doran, H, Novasio, J, Rammohan, K, Joseph, L, Bishop, P, Shah, R, Moss, S, Joshi, V, Aerts, H, Kaufmann, T, Schwarz, R, Kisistok, J, Sokac, M, Diossy, M, Szallasi, Z, Dijkstra, K, Yuan, Y, Byrne, F, Boos, L, Shum, B, Gerard, C, Schmitt, A, Messiou, C, Cunningham, D, Chau, I, Starling, N, Turner, N, Welsh, L, Jones, R, Droney, J, Banerjee, S, Tatham, K, Jhanji, S, Harrington, K, Okines, A, Reid, A, Young, K, Furness, A, Pickering, L, Nicholson, E, Kumar, S, Wilkinson, K, Swerdlow, A, Wilkinson, R, Hiley, C, Litchfield, K, Mcgranahan, N, Jamal-Hanjani, M, Larkin, J, Turajlic, S, Swanton, C, Downward, J, Kassiotis, G, Ng K. W., Boumelha J., Enfield K. S. S., Almagro J., Cha H., Pich O., Karasaki T., Moore D. A., Salgado R., Sivakumar M., Young G., Molina-Arcas M., de Carne Trecesson S., Anastasiou P., Fendler A., Au L., Shepherd S. T. C., Martinez-Ruiz C., Puttick C., Black J. R. M., Watkins T. B. K., Kim H., Shim S., Faulkner N., Attig J., Veeriah S., Magno N., Ward S., Frankell A. M., Al Bakir M., Lim E. L., Hill M. S., Wilson G. A., Cook D. E., Birkbak N. J., Behrens A., Yousaf N., Popat S., Hackshaw A., Rowan A., Huebner A., Campbell B. B., Bailey C., Lee C., Biswas D., Colliver E., Athanasopoulou F., Zhai H., Rane J. K., Grigoriadis K., Dietzen M., Leung M., Angelova M., Lucas O., Al-Sawaf O., Rosenthal R., Nicod J., Bunkum A., Toncheva A., Abbosh C., Richard C., Naceur-Lombardelli C., Gimeno-Valiente F., Lam J. M., Thol K., Thakkar K., Werner Sunderland M., Forster M. D., Kanu N., Prymas P., Bentham R., Saghafinia S., Quezada S. A., Vanloo S., Zaccaria S., Lee S. M., Hessey S., Liu W. K., Papadatos-Pastos D., Wilson J., Benafif S., Ahmad T., Borg E., Falzon M., Khiroya R., Marafioti T., Sharp A., Pilotti C., Dhanda H. K., Chan K., Gower N., Leslie R., Smith S., Nicholson A. G., Lim E., Herrero J., Castignani C., Larose Cadieux E., Demeulemeester J., Van Loo P., Peggs K. S., Veiga C., Royle G., Collins-Fekete C. -A., Procter A. J., Nair A., Ahmed A., Taylor M. N., Navani N., Thakrar R. M., Lawrence D., Patrini D., Nye E., Stone R. K., Chuter D., MacKenzie M., Fraioli F., Ashford P., Janes S. M., Tanic M., Beck S., Rice A., Devaraj A., Proli C., Kaniu D., Bhayani H., Chavan H., Raubenheimer H., Ambrose L., Malima M., Fernandes N., De Sousa P., Shah P., Booth S., Buderi S. I., Jordan S., Begum S., Boleti E., Stewart A., Magness A., Weeden C. E., Levi D., Gronroos E., Goldman J., Escudero M., Hobson P., Vendramin R., Boeing S., Denner T., Barbe V., Lu W. -T., Hill W., Naito Y., Ramsden Z., Grapa A., Zhang H., AbdulJabbar K., Pan X., Gilbert K., Karamani A., Chain B., Pearce D. R., Karagianni D., Hoxha E., Galvez-Cancino F., Stavrou G., Mastrokalos G., Lowe H. L., Matos I., Reading J. L., Hartley J. A., Selvaraju K., Chen K., Ensell L., Shah M., Vasquez M., Litovchenko M., Chervova O., Pawlik P., Hynds R. E., Lopez S., Gamble S., Ung S. K. A., Bola S. K., Mourikis T. P., Spanswick V., Wu Y., Martinoni Hoogenboom E., Monk F., Holding J. W., Choudhary J., Bhakhri K., Scarci M., Hayward M., Panagiotopoulos N., Gorman P., Stephens R. C. M., Bandula S., Wong Y. N. S., Clark T., Cheyne H., Khalil M., Richardson S., Cruickshank T., Naidu B., Matharu G., Shaw J. A., Riley J., Primrose L., Le Quesne J., Blyth K. G., Kerr A., Clipson A., Chaturvedi A., Dive C., Rothwell D. G., Kilgour E., Tugwood J., Priest L., Oliveira P., Crosbie P., Price G., Cave J., Kerr K. M., Lindsay C. R., Blackhall F. H., Krebs M. G., Summers Y., Kirk A., Thomas M., Asif M., Kostoulas N., Bilancia R., Middleton G., Shackcloth M. J., Leek A., Hodgkinson J. D., Totten N., Dick C., Robinson L., Russell P., Hewish M., Danson S., Lester J. F., Gomes F., Brown K., Carter M., Patel A. J., Osman A., Lacson C., Langman G., Shackleford H., Djearaman M., Kadiri S., Alzetani A., Richards J., Scarlett L., Ingram P., Chee S., Austin S., Bajaj A., Nakas A., Sodha-Ramdeen A., Fennell D. A., Ang K., Tufail M., Chowdhry M. F., Scotland M., Boyles R., Rathinam S., Wilson C., Marrone D., Dulloo S., Montero A., Smith E., Fontaine E., Granato F., Doran H., Novasio J., Rammohan K., Joseph L., Bishop P., Shah R., Moss S., Joshi V., Aerts H. J. W. L., Kaufmann T. L., Schwarz R. F., Kisistok J., Sokac M., Diossy M., Szallasi Z., Dijkstra K., Yuan Y., Byrne F., Boos L. A., Shum B., Gerard C. L., Schmitt A. M., Messiou C., Cunningham D., Chau I., Starling N., Turner N., Welsh L., Jones R. L., Droney J., Banerjee S., Tatham K. C., Jhanji S., Harrington K., Okines A., Reid A., Young K., Furness A. J. S., Pickering L., Nicholson E., Kumar S., Wilkinson K. A., Swerdlow A., Wilkinson R. J., Hiley C. T., Litchfield K., McGranahan N., Jamal-Hanjani M., Larkin J., Lee S. -H., Turajlic S., Swanton C., Downward J., and Kassiotis G.

Abstract

B cells are frequently found in the margins of solid tumours as organized follicles in ectopic lymphoid organs called tertiary lymphoid structures (TLS)1,2. Although TLS have been found to correlate with improved patient survival and response to immune checkpoint blockade (ICB), the underlying mechanisms of this association remain elusive1,2. Here we investigate lung-resident B cell responses in patients from the TRACERx 421 (Tracking Non-Small-Cell Lung Cancer Evolution Through Therapy) and other lung cancer cohorts, and in a recently established immunogenic mouse model for lung adenocarcinoma3. We find that both human and mouse lung adenocarcinomas elicit local germinal centre responses and tumour-binding antibodies, and further identify endogenous retrovirus (ERV) envelope glycoproteins as a dominant anti-tumour antibody target. ERV-targeting B cell responses are amplified by ICB in both humans and mice, and by targeted inhibition of KRAS(G12C) in the mouse model. ERV-reactive antibodies exert anti-tumour activity that extends survival in the mouse model, and ERV expression predicts the outcome of ICB in human lung adenocarcinoma. Finally, we find that effective immunotherapy in the mouse model requires CXCL13-dependent TLS formation. Conversely, therapeutic CXCL13 treatment potentiates anti-tumour immunity and synergizes with ICB. Our findings provide a possible mechanistic basis for the association of TLS with immunotherapy response.

Published
2023

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

Author

Frankell, A, Dietzen, M, Al Bakir, M, Lim, E, Karasaki, T, Ward, S, Veeriah, S, Colliver, E, Huebner, A, Bunkum, A, Hill, M, Grigoriadis, K, Moore, D, Black, J, Liu, W, Thol, K, Pich, O, Watkins, T, Naceur-Lombardelli, C, Cook, D, Salgado, R, Wilson, G, Bailey, C, Angelova, M, Bentham, R, Martinez-Ruiz, C, Abbosh, C, Nicholson, A, Le Quesne, J, Biswas, D, Rosenthal, R, Puttick, C, Hessey, S, Lee, C, Prymas, P, Toncheva, A, Smith, J, Xing, W, Nicod, J, Price, G, Kerr, K, Naidu, B, Middleton, G, Blyth, K, Fennell, D, Forster, M, Lee, S, Falzon, M, Hewish, M, Shackcloth, M, Benafif, S, Russell, P, Boleti, E, Krebs, M, Lester, J, Papadatos-Pastos, D, Ahmad, T, Thakrar, R, Lawrence, D, Navani, N, Janes, S, Dive, C, Blackhall, F, Summers, Y, Cave, J, Marafioti, T, Herrero, J, Quezada, S, Peggs, K, Schwarz, R, Van Loo, P, Miedema, D, Birkbak, N, Hiley, C, Hackshaw, A, Zaccaria, S, Bajaj, A, Nakas, A, Sodha-Ramdeen, A, Ang, K, Tufail, M, Chowdhry, M, Scotland, M, Boyles, R, Rathinam, S, Wilson, C, Marrone, D, Dulloo, S, Matharu, G, Shaw, J, Riley, J, Primrose, L, Cheyne, H, Khalil, M, Richardson, S, Cruickshank, T, Gilbert, K, Patel, A, Osman, A, Lacson, C, Langman, G, Shackleford, H, Djearaman, M, Kadiri, S, Leek, A, Hodgkinson, J, Totten, N, Montero, A, Smith, E, Fontaine, E, Granato, F, Doran, H, Novasio, J, Rammohan, K, Joseph, L, Bishop, P, Shah, R, Moss, S, Joshi, V, Crosbie, P, Gomes, F, Brown, K, Carter, M, Chaturvedi, A, Priest, L, Oliveira, P, Lindsay, C, Clipson, A, Tugwood, J, Kerr, A, Rothwell, D, Kilgour, E, Aerts, H, Kaufmann, T, Szallasi, Z, Kisistok, J, Sokac, M, Diossy, M, Demeulemeester, J, Stewart, A, Magness, A, Rowan, A, Karamani, A, Chain, B, Campbell, B, Castignani, C, Weeden, C, Richard, C, Pearce, D, Karagianni, D, Levi, D, Hoxha, E, Larose Cadieux, E, Nye, E, Gronroos, E, Galvez-Cancino, F, Athanasopoulou, F, Gimeno-Valiente, F, Kassiotis, G, Stavrou, G, Mastrokalos, G, Zhai, H, Lowe, H, Matos, I, Goldman, J, Reading, J, Rane, J, Lam, J, Hartley, J, Enfield, K, Selvaraju, K, Litchfield, K, Ng, K, Chen, K, Dijkstra, K, Thakkar, K, Ensell, L, Shah, M, Vasquez, M, Litovchenko, M, Werner Sunderland, M, Leung, M, Escudero, M, Tanic, M, Sivakumar, M, Kanu, N, Chervova, O, Lucas, O, Al-Sawaf, O, Hobson, P, Pawlik, P, Stone, R, Hynds, R, Vendramin, R, Saghafinia, S, Lopez, S, Gamble, S, Ung, S, Vanloo, S, Boeing, S, Beck, S, Bola, S, Denner, T, Mourikis, T, Spanswick, V, Barbe, V, Lu, W, Hill, W, Wu, Y, Naito, Y, Ramsden, Z, Veiga, C, Royle, G, Collins-Fekete, C, Fraioli, F, Ashford, P, Clark, T, Borg, E, Wilson, J, Procter, A, Ahmed, A, Taylor, M, Nair, A, Patrini, D, Martinoni Hoogenboom, E, Monk, F, Holding, J, Choudhary, J, Bhakhri, K, Scarci, M, Hayward, M, Panagiotopoulos, N, Gorman, P, Khiroya, R, Stephens, R, Wong, Y, Bandula, S, Sharp, A, Smith, S, Gower, N, Dhanda, H, Chan, K, Pilotti, C, Leslie, R, Grapa, A, Zhang, H, Abduljabbar, K, Pan, X, Yuan, Y, Chuter, D, Mackenzie, M, Chee, S, Alzetani, A, Scarlett, L, Richards, J, Ingram, P, Austin, S, De Sousa, P, Jordan, S, Rice, A, Raubenheimer, H, Bhayani, H, Ambrose, L, Devaraj, A, Chavan, H, Begum, S, Buderi, S, Kaniu, D, Malima, M, Booth, S, Fernandes, N, Shah, P, Proli, C, Danson, S, Robinson, L, Dick, C, Kirk, A, Asif, M, Bilancia, R, Kostoulas, N, Thomas, M, Jamal-Hanjani, M, Mcgranahan, N, Swanton, C, Frankell A. M., Dietzen M., Al Bakir M., Lim E. L., Karasaki T., Ward S., Veeriah S., Colliver E., Huebner A., Bunkum A., Hill M. S., Grigoriadis K., Moore D. A., Black J. R. M., Liu W. K., Thol K., Pich O., Watkins T. B. K., Naceur-Lombardelli C., Cook D. E., Salgado R., Wilson G. A., Bailey C., Angelova M., Bentham R., Martinez-Ruiz C., Abbosh C., Nicholson A. G., Le Quesne J., Biswas D., Rosenthal R., Puttick C., Hessey S., Lee C., Prymas P., Toncheva A., Smith J., Xing W., Nicod J., Price G., Kerr K. M., Naidu B., Middleton G., Blyth K. G., Fennell D. A., Forster M. D., Lee S. M., Falzon M., Hewish M., Shackcloth M. J., Lim E., Benafif S., Russell P., Boleti E., Krebs M. G., Lester J. F., Papadatos-Pastos D., Ahmad T., Thakrar R. M., Lawrence D., Navani N., Janes S. M., Dive C., Blackhall F. H., Summers Y., Cave J., Marafioti T., Herrero J., Quezada S. A., Peggs K. S., Schwarz R. F., Van Loo P., Miedema D. M., Birkbak N. J., Hiley C. T., Hackshaw A., Zaccaria S., Bajaj A., Nakas A., Sodha-Ramdeen A., Ang K., Tufail M., Chowdhry M. F., Scotland M., Boyles R., Rathinam S., Wilson C., Marrone D., Dulloo S., Matharu G., Shaw J. A., Riley J., Primrose L., Cheyne H., Khalil M., Richardson S., Cruickshank T., Gilbert K., Patel A. J., Osman A., Lacson C., Langman G., Shackleford H., Djearaman M., Kadiri S., Leek A., Hodgkinson J. D., Totten N., Montero A., Smith E., Fontaine E., Granato F., Doran H., Novasio J., Rammohan K., Joseph L., Bishop P., Shah R., Moss S., Joshi V., Crosbie P., Gomes F., Brown K., Carter M., Chaturvedi A., Priest L., Oliveira P., Lindsay C. R., Clipson A., Tugwood J., Kerr A., Rothwell D. G., Kilgour E., Aerts H. J. W. L., Kaufmann T. L., Szallasi Z., Kisistok J., Sokac M., Diossy M., Demeulemeester J., Stewart A., Magness A., Rowan A., Karamani A., Chain B., Campbell B. B., Castignani C., Weeden C. E., Richard C., Pearce D. R., Karagianni D., Levi D., Hoxha E., Larose Cadieux E., Nye E., Gronroos E., Galvez-Cancino F., Athanasopoulou F., Gimeno-Valiente F., Kassiotis G., Stavrou G., Mastrokalos G., Zhai H., Lowe H. L., Matos I., Goldman J., Reading J. L., Rane J. K., Lam J. M., Hartley J. A., Enfield K. S. S., Selvaraju K., Litchfield K., Ng K. W., Chen K., Dijkstra K., Thakkar K., Ensell L., Shah M., Vasquez M., Litovchenko M., Werner Sunderland M., Leung M., Escudero M., Tanic M., Sivakumar M., Kanu N., Chervova O., Lucas O., Al-Sawaf O., Hobson P., Pawlik P., Stone R. K., Hynds R. E., Vendramin R., Saghafinia S., Lopez S., Gamble S., Ung S. K. A., Vanloo S., Boeing S., Beck S., Bola S. K., Denner T., Mourikis T. P., Spanswick V., Barbe V., Lu W. -T., Hill W., Wu Y., Naito Y., Ramsden Z., Veiga C., Royle G., Collins-Fekete C. -A., Fraioli F., Ashford P., Clark T., Borg E., Wilson J., Procter A. J., Ahmed A., Taylor M. N., Nair A., Patrini D., Martinoni Hoogenboom E., Monk F., Holding J. W., Choudhary J., Bhakhri K., Scarci M., Hayward M., Panagiotopoulos N., Gorman P., Khiroya R., Stephens R. C., Wong Y. N. S., Bandula S., Sharp A., Smith S., Gower N., Dhanda H. K., Chan K., Pilotti C., Leslie R., Grapa A., Zhang H., AbdulJabbar K., Pan X., Yuan Y., Chuter D., MacKenzie M., Chee S., Alzetani A., Scarlett L., Richards J., Ingram P., Austin S., De Sousa P., Jordan S., Rice A., Raubenheimer H., Bhayani H., Ambrose L., Devaraj A., Chavan H., Begum S., Buderi S. I., Kaniu D., Malima M., Booth S., Fernandes N., Shah P., Proli C., Danson S., Robinson L., Dick C., Kirk A., Asif M., Bilancia R., Kostoulas N., Thomas M., Jamal-Hanjani M., McGranahan N., Swanton C., Frankell, A, Dietzen, M, Al Bakir, M, Lim, E, Karasaki, T, Ward, S, Veeriah, S, Colliver, E, Huebner, A, Bunkum, A, Hill, M, Grigoriadis, K, Moore, D, Black, J, Liu, W, Thol, K, Pich, O, Watkins, T, Naceur-Lombardelli, C, Cook, D, Salgado, R, Wilson, G, Bailey, C, Angelova, M, Bentham, R, Martinez-Ruiz, C, Abbosh, C, Nicholson, A, Le Quesne, J, Biswas, D, Rosenthal, R, Puttick, C, Hessey, S, Lee, C, Prymas, P, Toncheva, A, Smith, J, Xing, W, Nicod, J, Price, G, Kerr, K, Naidu, B, Middleton, G, Blyth, K, Fennell, D, Forster, M, Lee, S, Falzon, M, Hewish, M, Shackcloth, M, Benafif, S, Russell, P, Boleti, E, Krebs, M, Lester, J, Papadatos-Pastos, D, Ahmad, T, Thakrar, R, Lawrence, D, Navani, N, Janes, S, Dive, C, Blackhall, F, Summers, Y, Cave, J, Marafioti, T, Herrero, J, Quezada, S, Peggs, K, Schwarz, R, Van Loo, P, Miedema, D, Birkbak, N, Hiley, C, Hackshaw, A, Zaccaria, S, Bajaj, A, Nakas, A, Sodha-Ramdeen, A, Ang, K, Tufail, M, Chowdhry, M, Scotland, M, Boyles, R, Rathinam, S, Wilson, C, Marrone, D, Dulloo, S, Matharu, G, Shaw, J, Riley, J, Primrose, L, Cheyne, H, Khalil, M, Richardson, S, Cruickshank, T, Gilbert, K, Patel, A, Osman, A, Lacson, C, Langman, G, Shackleford, H, Djearaman, M, Kadiri, S, Leek, A, Hodgkinson, J, Totten, N, Montero, A, Smith, E, Fontaine, E, Granato, F, Doran, H, Novasio, J, Rammohan, K, Joseph, L, Bishop, P, Shah, R, Moss, S, Joshi, V, Crosbie, P, Gomes, F, Brown, K, Carter, M, Chaturvedi, A, Priest, L, Oliveira, P, Lindsay, C, Clipson, A, Tugwood, J, Kerr, A, Rothwell, D, Kilgour, E, Aerts, H, Kaufmann, T, Szallasi, Z, Kisistok, J, Sokac, M, Diossy, M, Demeulemeester, J, Stewart, A, Magness, A, Rowan, A, Karamani, A, Chain, B, Campbell, B, Castignani, C, Weeden, C, Richard, C, Pearce, D, Karagianni, D, Levi, D, Hoxha, E, Larose Cadieux, E, Nye, E, Gronroos, E, Galvez-Cancino, F, Athanasopoulou, F, Gimeno-Valiente, F, Kassiotis, G, Stavrou, G, Mastrokalos, G, Zhai, H, Lowe, H, Matos, I, Goldman, J, Reading, J, Rane, J, Lam, J, Hartley, J, Enfield, K, Selvaraju, K, Litchfield, K, Ng, K, Chen, K, Dijkstra, K, Thakkar, K, Ensell, L, Shah, M, Vasquez, M, Litovchenko, M, Werner Sunderland, M, Leung, M, Escudero, M, Tanic, M, Sivakumar, M, Kanu, N, Chervova, O, Lucas, O, Al-Sawaf, O, Hobson, P, Pawlik, P, Stone, R, Hynds, R, Vendramin, R, Saghafinia, S, Lopez, S, Gamble, S, Ung, S, Vanloo, S, Boeing, S, Beck, S, Bola, S, Denner, T, Mourikis, T, Spanswick, V, Barbe, V, Lu, W, Hill, W, Wu, Y, Naito, Y, Ramsden, Z, Veiga, C, Royle, G, Collins-Fekete, C, Fraioli, F, Ashford, P, Clark, T, Borg, E, Wilson, J, Procter, A, Ahmed, A, Taylor, M, Nair, A, Patrini, D, Martinoni Hoogenboom, E, Monk, F, Holding, J, Choudhary, J, Bhakhri, K, Scarci, M, Hayward, M, Panagiotopoulos, N, Gorman, P, Khiroya, R, Stephens, R, Wong, Y, Bandula, S, Sharp, A, Smith, S, Gower, N, Dhanda, H, Chan, K, Pilotti, C, Leslie, R, Grapa, A, Zhang, H, Abduljabbar, K, Pan, X, Yuan, Y, Chuter, D, Mackenzie, M, Chee, S, Alzetani, A, Scarlett, L, Richards, J, Ingram, P, Austin, S, De Sousa, P, Jordan, S, Rice, A, Raubenheimer, H, Bhayani, H, Ambrose, L, Devaraj, A, Chavan, H, Begum, S, Buderi, S, Kaniu, D, Malima, M, Booth, S, Fernandes, N, Shah, P, Proli, C, Danson, S, Robinson, L, Dick, C, Kirk, A, Asif, M, Bilancia, R, Kostoulas, N, Thomas, M, Jamal-Hanjani, M, Mcgranahan, N, Swanton, C, Frankell A. M., Dietzen M., Al Bakir M., Lim E. L., Karasaki T., Ward S., Veeriah S., Colliver E., Huebner A., Bunkum A., Hill M. S., Grigoriadis K., Moore D. A., Black J. R. M., Liu W. K., Thol K., Pich O., Watkins T. B. K., Naceur-Lombardelli C., Cook D. E., Salgado R., Wilson G. A., Bailey C., Angelova M., Bentham R., Martinez-Ruiz C., Abbosh C., Nicholson A. G., Le Quesne J., Biswas D., Rosenthal R., Puttick C., Hessey S., Lee C., Prymas P., Toncheva A., Smith J., Xing W., Nicod J., Price G., Kerr K. M., Naidu B., Middleton G., Blyth K. G., Fennell D. A., Forster M. D., Lee S. M., Falzon M., Hewish M., Shackcloth M. J., Lim E., Benafif S., Russell P., Boleti E., Krebs M. G., Lester J. F., Papadatos-Pastos D., Ahmad T., Thakrar R. M., Lawrence D., Navani N., Janes S. M., Dive C., Blackhall F. H., Summers Y., Cave J., Marafioti T., Herrero J., Quezada S. A., Peggs K. S., Schwarz R. F., Van Loo P., Miedema D. M., Birkbak N. J., Hiley C. T., Hackshaw A., Zaccaria S., Bajaj A., Nakas A., Sodha-Ramdeen A., Ang K., Tufail M., Chowdhry M. F., Scotland M., Boyles R., Rathinam S., Wilson C., Marrone D., Dulloo S., Matharu G., Shaw J. A., Riley J., Primrose L., Cheyne H., Khalil M., Richardson S., Cruickshank T., Gilbert K., Patel A. J., Osman A., Lacson C., Langman G., Shackleford H., Djearaman M., Kadiri S., Leek A., Hodgkinson J. D., Totten N., Montero A., Smith E., Fontaine E., Granato F., Doran H., Novasio J., Rammohan K., Joseph L., Bishop P., Shah R., Moss S., Joshi V., Crosbie P., Gomes F., Brown K., Carter M., Chaturvedi A., Priest L., Oliveira P., Lindsay C. R., Clipson A., Tugwood J., Kerr A., Rothwell D. G., Kilgour E., Aerts H. J. W. L., Kaufmann T. L., Szallasi Z., Kisistok J., Sokac M., Diossy M., Demeulemeester J., Stewart A., Magness A., Rowan A., Karamani A., Chain B., Campbell B. B., Castignani C., Weeden C. E., Richard C., Pearce D. R., Karagianni D., Levi D., Hoxha E., Larose Cadieux E., Nye E., Gronroos E., Galvez-Cancino F., Athanasopoulou F., Gimeno-Valiente F., Kassiotis G., Stavrou G., Mastrokalos G., Zhai H., Lowe H. L., Matos I., Goldman J., Reading J. L., Rane J. K., Lam J. M., Hartley J. A., Enfield K. S. S., Selvaraju K., Litchfield K., Ng K. W., Chen K., Dijkstra K., Thakkar K., Ensell L., Shah M., Vasquez M., Litovchenko M., Werner Sunderland M., Leung M., Escudero M., Tanic M., Sivakumar M., Kanu N., Chervova O., Lucas O., Al-Sawaf O., Hobson P., Pawlik P., Stone R. K., Hynds R. E., Vendramin R., Saghafinia S., Lopez S., Gamble S., Ung S. K. A., Vanloo S., Boeing S., Beck S., Bola S. K., Denner T., Mourikis T. P., Spanswick V., Barbe V., Lu W. -T., Hill W., Wu Y., Naito Y., Ramsden Z., Veiga C., Royle G., Collins-Fekete C. -A., Fraioli F., Ashford P., Clark T., Borg E., Wilson J., Procter A. J., Ahmed A., Taylor M. N., Nair A., Patrini D., Martinoni Hoogenboom E., Monk F., Holding J. W., Choudhary J., Bhakhri K., Scarci M., Hayward M., Panagiotopoulos N., Gorman P., Khiroya R., Stephens R. C., Wong Y. N. S., Bandula S., Sharp A., Smith S., Gower N., Dhanda H. K., Chan K., Pilotti C., Leslie R., Grapa A., Zhang H., AbdulJabbar K., Pan X., Yuan Y., Chuter D., MacKenzie M., Chee S., Alzetani A., Scarlett L., Richards J., Ingram P., Austin S., De Sousa P., Jordan S., Rice A., Raubenheimer H., Bhayani H., Ambrose L., Devaraj A., Chavan H., Begum S., Buderi S. I., Kaniu D., Malima M., Booth S., Fernandes N., Shah P., Proli C., Danson S., Robinson L., Dick C., Kirk A., Asif M., Bilancia R., Kostoulas N., Thomas M., Jamal-Hanjani M., McGranahan N., and Swanton C.

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.

Published
2023

38. High order multiscale analysis of discrete integrable equations

Author

Heredero, R. Hernandez, Levi, D., and Scimiterna, C.

Subjects
Nonlinear Sciences - Exactly Solvable and Integrable Systems, Mathematical Physics, 34E13, 37K10, 39A14, 93B18
Abstract

In this article we present the results obtained applying the multiple scale expansion up to the order $\varepsilon^6$ to a dispersive multilinear class of equations on a square lattice depending on 13 parameters. We show that the integrability conditions given by the multiple scale expansion give rise to 4 nonlinear equations, 3 of which are new, depending at most on 2 parameters and containing integrable sub cases. Moreover at least one sub case provides an example of a new integrable system., Comment: 25 pages

Published
2013

39. Supersymmetric KdV equation: Darboux transformation and discrete systems

Author

Xue, Ling-Ling, Levi, D., and Liu, Q. P.

Subjects
Nonlinear Sciences - Exactly Solvable and Integrable Systems, Mathematical Physics
Abstract

For the supersymmetric KdV equation, a proper Darboux transformation is presented. This Darboux transformation leads to the B\"{a}cklund transformation found early by Liu and Xie \cite{liu2}. The Darboux transformation and the related B\"{a}cklund transformation are used to construct integrable super differential-difference and difference-difference systems. The continuum limits of these discrete systems and of their Lax pairs are also considered., Comment: 13pages, submitted to Journal of Physics A

Published
2013
Full Text
View/download PDF

40. Four Points Linearizable Lattice Schemes

Author

Levi, D. and Scimiterna, C.

Subjects
Nonlinear Sciences - Exactly Solvable and Integrable Systems, Mathematical Physics, Mathematics - Group Theory
Abstract

We provide conditions for a lattice scheme defined on a four points lattice to be linearizable by a point transformation. We apply the obtained conditions to a symmetry preserving difference scheme for the potential Burgers introduced by Dorodnitsyn \cite{db} and show that it is not linearizable.

Published
2013

44. Daily Lisinopril vs Placebo for Prevention of Chemoradiation-Induced Pulmonary Distress in Patients With Lung Cancer (Alliance MC1221): A Pilot Double-Blind Randomized Trial

Author

Sio, Terence T., Atherton, Pamela J., Pederson, Levi D., Zhen, W. Ken, Mutter, Robert W., Garces, Yolanda I., Ma, Daniel J., Leenstra, James L., Rwigema, Jean-Claude M., Dakhil, Shaker, Bearden, James D., van der Veen, Sonja J., Ganti, Apar K., Schild, Steven E., and Miller, Robert C.

Published
2019
Full Text
View/download PDF

45. The Jacobi last multiplier for difference equations

Author

Levi, D. and Rodriguez, M. A.

Subjects
Mathematical Physics, Nonlinear Sciences - Exactly Solvable and Integrable Systems, 39A14, 35F05
Abstract

We present a discretization of the Jacobi last multiplier, with some applications to the computation of solutions of difference equations., Comment: 9 pages

Published
2012
Full Text
View/download PDF

46. $\lambda$-symmetries and Jacobi Last Multiplier

Author

Nucci, M. C. and Levi, D.

Subjects
Mathematical Physics, Mathematics - Dynamical Systems
Abstract

We show that $\lambda$-symmetries can be algorithmically obtained by using the Jacobi last multiplier. Several examples are provided., Comment: 17 pages

Published
2011

47. Discrete Multiscale Analysis: A Biatomic Lattice System

Author

Contra, G. A. Cassatella and Levi, D.

Subjects
Nonlinear Sciences - Pattern Formation and Solitons, Mathematical Physics, Mathematics - Dynamical Systems
Abstract

We discuss a discrete approach to the multiscale reductive perturbative method and apply it to a biatomic chain with a nonlinear interaction between the atoms. This system is important to describe the time evolution of localized solitonic excitations. We require that also the reduced equation be discrete. To do so coherently we need to discretize the time variable to be able to get asymptotic discrete waves and carry out a discrete multiscale expansion around them. Our resulting nonlinear equation will be a kind of discrete Nonlinear Schr\"odinger equation. If we make its continuum limit, we obtain the standard Nonlinear Schr\"odinger differential equation.

Published
2010
Full Text
View/download PDF

48. A discrete linearizability test based on multiscale analysis

Author

Heredero, R. Hernandez, Levi, D., and Scimiterna, C.

Subjects
Nonlinear Sciences - Exactly Solvable and Integrable Systems, Mathematical Physics
Abstract

In this paper we consider the classification of dispersive linearizable partial difference equations defined on a quad-graph by the multiple scale reduction around their harmonic solution. We show that the A_1, A_2 and A_3 linearizability conditions restrain the number of the parameters which enter into the equation. A subclass of the equations which pass the A_3 C-integrability conditions can be linearized by a Mobius transformation.

Published
2010
Full Text
View/download PDF

49. Generalized symmetry integrability test for discrete equations on the square lattice

Author

Levi, D. and Yamilov, R. I.

Subjects
Nonlinear Sciences - Exactly Solvable and Integrable Systems, Mathematical Physics
Abstract

We present an integrability test for discrete equations on the square lattice, which is based on the existence of a generalized symmetry. We apply this test to a number of equations obtained in different recent papers. As a result we prove the integrability of 7 equations which differ essentially from the $Q_V$ equation introduced by Viallet and thus from the Adler-Bobenko-Suris list of equations therein contained.

Published
2010
Full Text
View/download PDF

50. Integrability of Differential-Difference Equations with Discrete Kinks

Author

Scimiterna, C. and Levi, D.

Subjects
Nonlinear Sciences - Exactly Solvable and Integrable Systems, Mathematical Physics, Nonlinear Sciences - Pattern Formation and Solitons
Abstract

In this article we discuss a series of models introduced by Barashenkov, Oxtoby and Pelinovsky to describe some discrete approximations to the \phi^4 theory which preserve travelling kink solutions. We show, by applying the multiple scale test that they have some integrability properties as they pass the A_1 and A_2 conditions. However they are not integrable as they fail the A_3 conditions., Comment: submitted to the Proceedings of the workshop "Nonlinear Physics: Theory and Experiment.VI" in a special issue di Theoretical and Mathematical Physics

Published
2010
Full Text
View/download PDF

Catalog

Books, media, physical & digital resources
See catalog results