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1,562 results on '"Salgado, R."'

2. Scalar-tensor theory with EGB term from Einstein Chern-Simons gravity

Author

Cardenas, L., Orozco, V. C., Salgado, P., Salgado, D., and Salgado, R.

Subjects
High Energy Physics - Theory
Abstract

It is shown that the compactification a la Randall Sundrum of the so called, five dimensional Einstein Chern Simons action gravity leads to an action for a four dimensional scalar tensor gravity that includes a Gauss Bonnet term, which belongs to a particular case of the action of the Horndeski theory. The five dimensional action includes new gravitational degrees of freedom that were introduced requiring that the action be invariant under symmetries greater than the usual Poincare or (A)dS symmetries, namely the so called generalized Poincare algebras B5., Comment: To be published in Nucl. Phys. B

Published
2023
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5. Global overview of the management of acute cholecystitis during the COVID-19 pandemic (CHOLECOVID study)

Author

Spiers, Harry VM, Kouli, Omar, Ahmed, Waheed U, Varley, Rebecca, Ahari, Daniel, Argus, Leah, McLean, Kenneth A, Kamarajah, Sivesh K, Coe, Peter, Griffiths, Ewen A, Chan, Anthony KC, Macutkiewicz, Christian, Jamdar, Saurabh, Wilson, Michael, Fullwood, Catherine, Toogood, Giles, Siriwardena, Ajith K, McLean, Kenneth, Ahmed, Waheed, Gilchrist, Andrew, Goldsworthy, Matthew, Rashid, Majid, Pockney, P, Varela, J, Brindl, N, Ramirez, J, Marafante, C, Iwao, Y, Ghzawi, A, Elhadi, M, Gacaferi, H, Varghese, C, Adeyeye, A, Alser, O, Teh, C, Prieto, M, Hasan, A, Al-Naggar, H, Salgado, R, Veracierto, F, Lancelotti, T, Solinas, D, Oddi, R, Garcia, FW, Diez, E Mazza, Ramirez, Andrade, Bracco, R, Fernandez, D, Maraschio, MA, Obeide, L, Giordano, E, Alcaraz, A, Marani, MA, Aguirre, N, Luna, F, Francesconi, M, Chiham, F, Cossio, R Ramos, Alvarez, FA, DA Pantoja Pachajoa, Mandojana, F, Merlo, IG, Gonzalez, MH, Cervelo, G, Puma, R, Vardaro, GF, Davis, A, Jurat, D, Guenoff, C, Raubenheimer, K, Goddard, K, Brown, K, Wegrecki, KJ, Cheung, HYC, Yang, M, Cheung, H, Siddiqui, J, Ahn, JH, Huynh, R, Lam, YH, Afzal, M, Ong, BS, Chua, MYM, Ly, K, Thomson, JE, Watson, D, Dawson, AC, Drane, A, Van Ruyven, S, Lun, EWY, Ferguson, M, and Jeong, JY

Subjects
Lung, Clinical Research, Good Health and Well Being, COVID-19, Cholecystectomy, Cholecystitis, Acute, Humans, Pandemics, SARS-CoV-2, CHOLECOVID Collaborative
Abstract

BackgroundThis study provides a global overview of the management of patients with acute cholecystitis during the initial phase of the COVID-19 pandemic.MethodsCHOLECOVID is an international, multicentre, observational comparative study of patients admitted to hospital with acute cholecystitis during the COVID-19 pandemic. Data on management were collected for a 2-month study interval coincident with the WHO declaration of the SARS-CoV-2 pandemic and compared with an equivalent pre-pandemic time interval. Mediation analysis examined the influence of SARS-COV-2 infection on 30-day mortality.ResultsThis study collected data on 9783 patients with acute cholecystitis admitted to 247 hospitals across the world. The pandemic was associated with reduced availability of surgical workforce and operating facilities globally, a significant shift to worse severity of disease, and increased use of conservative management. There was a reduction (both absolute and proportionate) in the number of patients undergoing cholecystectomy from 3095 patients (56.2 per cent) pre-pandemic to 1998 patients (46.2 per cent) during the pandemic but there was no difference in 30-day all-cause mortality after cholecystectomy comparing the pre-pandemic interval with the pandemic (13 patients (0.4 per cent) pre-pandemic to 13 patients (0.6 per cent) pandemic; P = 0.355). In mediation analysis, an admission with acute cholecystitis during the pandemic was associated with a non-significant increased risk of death (OR 1.29, 95 per cent c.i. 0.93 to 1.79, P = 0.121).ConclusionCHOLECOVID provides a unique overview of the treatment of patients with cholecystitis across the globe during the first months of the SARS-CoV-2 pandemic. The study highlights the need for system resilience in retention of elective surgical activity. Cholecystectomy was associated with a low risk of mortality and deferral of treatment results in an increase in avoidable morbidity that represents the non-COVID cost of this pandemic.

Published
2022

6. Prognostic value of histopathologic traits independent of stromal tumor-infiltrating lymphocyte levels in chemotherapy-naïve patients with triple-negative breast cancer

Author

de Boo, L.W., Jóźwiak, K., Ter Hoeve, N.D., van Diest, P.J., Opdam, M., Wang, Y., Schmidt, M.K., de Jong, V., Kleiterp, S., Cornelissen, S., Baars, D., Koornstra, R.H.T., Kerver, E.D., van Dalen, T., Bins, A.D., Beeker, A., van den Heiligenberg, S.M., de Jong, P.C., Bakker, S.D., Rietbroek, R.C., Konings, I.R., Blankenburgh, R., Bijlsma, R.M., Imholz, A.L.T., Stathonikos, N., Vreuls, W., Sanders, J., Rosenberg, E.H., Koop, E.A., Varga, Z., van Deurzen, C.H.M., Mooyaart, A.L., Córdoba, A., Groen, E., Bart, J., Willems, S.M., Zolota, V., Wesseling, J., Sapino, A., Chmielik, E., Ryska, A., Broeks, A., Voogd, A.C., van der Wall, E., Siesling, S., Salgado, R., Dackus, G.M.H.E., Hauptmann, M., Kok, M., and Linn, S.C.

Published
2024
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7. Einstein-Chern-Simons equations on the 3-brane world

Author

Izaurieta, F., Salgado, P., and Salgado, R.

Subjects
High Energy Physics - Theory
Abstract

In this article it is studied the 3-brane world in the context of five-dimensional Einstein-Chern-Simons gravity. We started by considering Israel's junction condition for AdS-Chern-Simons gravity. Using the S-expansion procedure, we mapped the AdS-Chern-Simons junction conditions to Einstein-Chern-Simons gravity, allowing us to derive effective four-dimensional Einstein-Chern-Simons field equations.

Published
2021
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8. Investigation of the Conductive Properties of the Electro-Polymerized Thiophene and Pyrrole Derivatives: Correlation Between Experimental and Theoretical Parameters

Author

Salgado, R., Arteaga, G., Pastor, K., Espitia, L., García, C., Negrete, A., Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Prates, Raquel Oliveira, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Figueroa-García, Juan Carlos, editor, Hernández, German, editor, Villa Ramirez, Jose Luis, editor, and Gaona García, Elvis Eduardo, editor

Published
2023
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9. Cataract Grade and Pupil: Comparison Between Conventional Phacoemulsification and Low-Energy Femtosecond Laser Assisted Cataract Surgery

Author

Salgado R, Torres P, Marinho A, and Ribeiro FJ

Subjects
cataract grade, pupil, low energy flacs, femtosecond laser, phacoemulsification, Ophthalmology, RE1-994
Abstract

Ramiro Salgado,1 Paulo Torres,2 António Marinho,3 Filomena J Ribeiro4 1Departamento de Oftalmologia do Hospital da Arrábida, Hospital de Santo António, Centro Hospitalar e Universitário do Porto, Vila Nova de Gaia, Portugal; 2Departamento de Oftalmologia do Hospital da Prelada, Universidade do Porto, Porto, Portugal; 3Departamento de Oftalmologia do Hospital da Luz Arrábida, Universidade do Porto, Porto, Portugal; 4Departamento de Oftalmologia do Hospital da Luz Lisboa, Universidade de Lisboa, Lisboa, PortugalCorrespondence: Ramiro Salgado, Departamento de Oftalmologia do Hospital da Arrábida, Hospital de Santo António, Centro Hospitalar e Universitário do Porto, Praceta Henrique Moreira 150, Vila Nova de Gaia, 4400-346, Portugal, Tel +351 915677244, Fax +351 224003046, Email rsalgadoft2@gmail.comPurpose: This study presents a comparison of pupil changes according to cataract grade between low-energy femtosecond laser-assisted cataract surgery (FLACS) and conventional phacoemulsification (CP) in the same patient.Patients and Methods: Data from surgical records from patients submitted to cataract surgery with CP in one eye and FLACS in the other were retrospectively reviewed. The inclusion criterion was both eyes of the same patient having the same cataract grade in accordance with Lens Opacity Classification System (LOCS) III. Total pupil variation (TPV) was measured after recorded images, with intraindividual comparison between techniques, according to cataract grade (≤ 3 and > 3), age and cumulative dissipated energy (CDE).Results: The study included a total of 124 eyes of 62 patients (mean age 72.65 ± 7.64 years). Analysis showed a statistically significant difference in TPV between techniques in the grade ≤ 3 cataract group (0.08 ± 0.22 mm²; p=0.034), with less pupil narrowing with FLACS, but not in the grade > 3 group (0.01 ± 0.23 mm²; p=0.849). Regarding CDE, a significant difference (p< 0.001) was found between techniques in both softer and harder cataracts, with lower values for FLACS. Correlation between CDE and TPV was significant for CP (p=0.021) but not for FLACS (p=0.922). TPV was significantly lower in older patients (age > 74 years) for both techniques (p< 0.001).Conclusion: There was a statistically significant difference between techniques (although of mild clinical relevance), with less reduction of pupil area with FLACS in softer cataracts (grade ≤ 3), as compared to CP. Higher levels of CDE are associated with more pupil narrowing in CP.Keywords: cataract grade, pupil, low energy FLACS, femtosecond laser, phacoemulsification

Published
2023

10. Ground/space, passive/active remote sensing observations coupled with particle dispersion modelling to understand the inter-continental transport of wildfire smoke plumes

Author

Sicard, M., Granados-Munoz, M. J., Alados-Arboledas, L., Barragan, R., Bedoya-Velasquez, A. E., Benavent-Oltra, J. A., Bortoli, D., Comeron, A., Cordoba-Jabonero, C., Costa, M. J., del Aguila, A., Fernandez, A. J., Guerrero-Rascado, J. L., Jorba, O., Molero, F., Munoz-Porcar, C., Ortiz-Amezcua, P., Papagiannopoulos, N., Potes, M., Pujadas, M., Rocadenbosch, F., Rodriguez-Gomez, A., Roman, R., Salgado, R., Salgueiro, V., Sola, Y., and Yela, M.

Subjects
Physics - Atmospheric and Oceanic Physics, Physics - Geophysics
Abstract

During the 2017 record-breaking burning season in Canada / United States, intense wild fires raged during the first week of September in the Pacific northwestern region (British Columbia, Alberta, Washington, Oregon, Idaho, Montana and northern California) burning mostly temperate coniferous forests. The heavy loads of smoke particles emitted in the atmosphere reached the Iberian Peninsula (IP) a few days later on 7 and 8 September. Satellite imagery allows to identify two main smoke clouds emitted during two different periods that were injected and transported in the atmosphere at several altitude levels. Columnar properties on 7 and 8 September at two Aerosol Robotic Network (AERONET) mid-altitude, background sites in northern and southern Spain are: aerosol optical depth (AOD) at 440 nm up to 0.62, Angstrom exponent of 1.6-1.7, large dominance of small particles (fine mode fraction > 0.88), low absorption AOD at 440 nm (<0.008) and large single scattering albedo at 440 nm (>0.98). Profiles from the Cloud-Aerosol Lidar with Orthogonal Polarization (CALIOP) show the presence of smoke particles in the stratosphere during the transport, whereas the smoke is only observed in the troposphere at its arrival over the IP. Portuguese and Spanish ground lidar stations from the European Aerosol Research Lidar Network / Aerosols, Clouds, and Trace gases Research InfraStructure Network (EARLINET/ACTRIS) and the Micro-Pulse Lidar NETwork (MPLNET) reveal smoke plumes with different properties: particle depolarization ratio and color ratio, respectively, of 0.05 and 2.5 in the mid troposphere (5-9 km) and of 0.10 and 3.0 in the upper troposphere (10-13 km). In the mid troposphere the particle depolarization ratio does not seem time-dependent during the transport whereas the color ratio seems to increase (larger particles sediment first)., Comment: 19 pages, 10 figures

Published
2019
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11. Pupil Status with Low-Energy Femtosecond Laser-Assisted Cataract Surgery versus Conventional Phacoemulsification: An Intraindividual Comparative Study

Author

Salgado R, Torres PF, and Marinho A

Subjects
low energy femtosecond laser, flacs, myosis, pupil, phacoemulsification, Ophthalmology, RE1-994
Abstract

Ramiro Salgado,1 Paulo F Torres,2 Antonio Marinho3 1Departamento de Oftalmologia do Hospital da Arrábida, Hospital de Santo António, Centro Hospitalar e Universitário do Porto, Vila Nova de Gaia, Porto, Portugal; 2Departamento de Oftalmologia do Hospital da Prelada, Universidade do Porto, Porto, Portugal; 3Departamento de Oftalmologia do Hospital da Luz Arrábida, Universidade do Porto, Porto, PortugalCorrespondence: Ramiro Salgado, Departamento de Oftalmologia do Hospital da Arrábida, Praceta Henrique Moreira 150, Vila Nova de Gaia, 4400-346, Portugal, Tel +351 915677244, Fax +351 224003046, Email rsalgadoft2@gmail.comPurpose: To compare the pupil changes in low-energy femtosecond laser-assisted cataract surgery (FLACS) with conventional phacoemulsification (CP) intraindividually.Patients and Methods: A retrospective review of registered surgical data from patients that undergone uncomplicated cataract surgery in a single centre, with randomly assigned femtosecond laser–assisted cataract surgery (FLACS) to one eye and conventional phacoemulsification (CP) to the other, was performed. The recorded pupil images were evaluated at pre and post laser treatment (after suction release) and at several surgical timepoints for both techniques (FLACS and CP). Pupil areas were calculated and compared in the same eye undergone FLACS (pre vs post laser treatment), between eyes (CP vs FLACS) in the same patient and between groups. Subgroups were built regarding age and ocular comorbidity.Results: This study involved a total of 164 eyes of 82 patients (55 female, 27 male). No statistical differences regarding the total duration of surgery (p=0.805) between FLACS and CP. Pupil measurements between pre and post laser treatment in the FLACS group showed no statistically significant differences (p=0.107). The mean change in pupil area from the beginning until the end of surgery (total variation) was 6.59± 2.08 mm2 in the FLACS group and 6.67± 2.13 mm2 in the CP group, associated to less narrowing of pupil area with FLACS, although not statistically significant (p=0.080). Comorbidity group analysis revealed less, but not significant, pupil narrowing with the FLACS technique (p=0.071). No statistically significant differences between FLACS and CP concerning age subgroups were registered.Conclusion: This study shows no significant pupil changes, namely myosis, after low-energy FLACS pre-treatment. Comparison between techniques showed less pupil variation in FLACS as compared to CP, more markedly in eyes with comorbidities (particularly with shallow anterior chamber), although non-statistically significant.Keywords: low energy femtosecond laser, FLACS, myosis, pupil, phacoemulsification

Published
2023

12. Competence of radiologists in cardiac CT and MR imaging in Europe: insights from the ESCR Registry

Author

Catapano, F, Moser, L, Francone, M, Catalano, C, Vliegenthart, R, Budde, R, Salgado, R, Hrabak Paar, M, Pirnat, M, Loewe, C, Nikolaou, K, Williams, M, Muscogiuri, G, Natale, L, Lehmkuhl, L, Sieren, M, Gutberlet, M, Alkadhi, H, Catapano F., Moser L. J., Francone M., Catalano C., Vliegenthart R., Budde R. P. J., Salgado R., Hrabak Paar M., Pirnat M., Loewe C., Nikolaou K., Williams M. C., Muscogiuri G., Natale L., Lehmkuhl L., Sieren M. M., Gutberlet M., Alkadhi H., Catapano, F, Moser, L, Francone, M, Catalano, C, Vliegenthart, R, Budde, R, Salgado, R, Hrabak Paar, M, Pirnat, M, Loewe, C, Nikolaou, K, Williams, M, Muscogiuri, G, Natale, L, Lehmkuhl, L, Sieren, M, Gutberlet, M, Alkadhi, H, Catapano F., Moser L. J., Francone M., Catalano C., Vliegenthart R., Budde R. P. J., Salgado R., Hrabak Paar M., Pirnat M., Loewe C., Nikolaou K., Williams M. C., Muscogiuri G., Natale L., Lehmkuhl L., Sieren M. M., Gutberlet M., and Alkadhi H.

Abstract

Rationale: To provide an overview of the current status of cardiac multimodality imaging practices in Europe and radiologist involvement using data from the European Society of Cardiovascular Radiology (ESCR) MRCT-registry. Materials and methods: Numbers on cardiac CT and MRI examinations were extracted from the MRCT-registry of the ESCR, entered between January 2011 and October 2023 (n = 432,265). Data collection included the total/annual numbers of examinations, indications, complications, and reporting habits. Results: Thirty-two countries contributed to the MRCT-registry, including 29 European countries. Between 2011 and 2022, there was a 4.5-fold increase in annually submitted CT examinations, from 3368 to 15,267, and a 3.8-fold increase in MRI examinations, from 3445 to 13,183. The main indications for cardiac CT were suspected coronary artery disease (CAD) (59%) and transcatheter aortic valve replacement planning (21%). The number of patients with intermediate pretest probability who underwent CT for suspected CAD showed an increase from 61% in 2012 to 82% in 2022. The main MRI indications were suspected myocarditis (26%), CAD (21%), and suspected cardiomyopathy (19%). Adverse event rates were very low for CT (0.3%) and MRI (0.7%) examinations. Reporting of CT and MRI examinations was performed mainly by radiologists (respectively 76% and 71%) and, to a lesser degree, in consensus with non-radiologists (19% and 27%, respectively). The remaining examinations (4.9% CT and 1.7% MRI) were reported by non-radiological specialties or in separate readings of radiologists and non-radiologists. Conclusions: Real-life data on cardiac imaging in Europe using the largest available MRCT-registry demonstrate a considerable increase in examinations over the past years, the vast majority of which are read by radiologists. These findings indicate that radiologists contribute to meeting the increasing demands of competent and effective care in cardiac imaging to a relevant ext

Published
2024

13. ESR Essentials: imaging in stable chest pain – practice recommendations by ESCR

Author

Muscogiuri, G, Weir-McCall, J, Tregubova, M, Ley, S, Loewe, C, Alkadhi, H, Salgado, R, Vliegenthart, R, Williams, M, Muscogiuri G., Weir-McCall J. R., Tregubova M., Ley S., Loewe C., Alkadhi H., Salgado R., Vliegenthart R., Williams M. C., Muscogiuri, G, Weir-McCall, J, Tregubova, M, Ley, S, Loewe, C, Alkadhi, H, Salgado, R, Vliegenthart, R, Williams, M, Muscogiuri G., Weir-McCall J. R., Tregubova M., Ley S., Loewe C., Alkadhi H., Salgado R., Vliegenthart R., and Williams M. C.

Abstract

Stable chest pain is a common symptom with multiple potential causes. Non-invasive imaging has an important role in diagnosis and guiding management through the assessment of coronary stenoses, atherosclerotic plaque, myocardial ischaemia or infarction, and cardiac function. Computed tomography (CT) provides the anatomical evaluation of coronary artery disease (CAD) with the assessment of stenosis, plaque type and plaque burden, with additional functional information available from CT fractional flow reserve (FFR) or CT myocardial perfusion imaging. Stress magnetic resonance imaging, nuclear stress myocardial perfusion imaging, and stress echocardiography can assess myocardial ischaemia and other cardiac functional parameters. Coronary CT angiography can be used as a first-line test for many patients with stable chest pain, particularly those with low to intermediate pre-test probability. Functional testing may be considered for patients with known CAD, where the clinical significance is uncertain based on anatomical testing, or in patients with high pre-test probability. This practice recommendations document can be used to guide the selection of non-invasive imaging for patients with stable chest pain and provides brief recommendations on how to perform and report these diagnostic tests.

Published
2024

14. 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

15. 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

16. Atrial and ventricular strain using cardiovascular magnetic resonance in the prediction of outcomes of pericarditis patients: a pilot study

Author

Cau, R, Pisu, F, Muscogiuri, G, Sironi, S, Suri, J, Pontone, G, Salgado, R, Saba, L, Cau R., Pisu F., Muscogiuri G., Sironi S., Suri J. S., Pontone G., Salgado R., Saba L., Cau, R, Pisu, F, Muscogiuri, G, Sironi, S, Suri, J, Pontone, G, Salgado, R, Saba, L, Cau R., Pisu F., Muscogiuri G., Sironi S., Suri J. S., Pontone G., Salgado R., and Saba L.

Abstract

Objective: Our study aimed to explore with cardiovascular magnetic resonance (CMR) the impact of left atrial (LA) and left ventricular (LV) myocardial strain in patients with acute pericarditis and to investigate their possible prognostic significance in adverse outcomes. Method: This retrospective study performed CMR scans in 36 consecutive patients with acute pericarditis (24 males, age 52 [23–52]). The primary endpoint was the combination of recurrent pericarditis, constrictive pericarditis, and surgery for pericardial diseases defined as pericardial events. Atrial and ventricular strain function were performed on conventional cine SSFP sequences. Results: After a median follow-up time of 16 months (interquartile range [13–24]), 12 patients with acute pericarditis reached the primary endpoint. In multivariable Cox regression analysis, LA reservoir and LA conduit strain parameters were all independent determinants of adverse pericardial diseases. Conversely, LV myocardial strain parameters did not remain an independent predictor of outcome. With receiving operating characteristics curve analysis, LA conduit and reservoir strain showed excellent predictive performance (area under the curve of 0.914 and 0.895, respectively) for outcome prediction at 12 months. Conclusion: LA reservoir and conduit mechanisms on CMR are independently associated with a higher risk of adverse pericardial events. Including atrial strain parameters in the management of acute pericarditis may improve risk stratification. Clinical relevance statement: Atrial strain could be a suitable non-invasive and non-contrast cardiovascular magnetic resonance parameter for predicting adverse pericardial complications in patients with acute pericarditis. Key Points: • Myocardial strain is a well-validated CMR parameter for risk stratification in cardiovascular diseases. • LA reservoir and conduit functions are significantly associated with adverse pericardial events. • Atrial strain may serve

Published
2024

18. ESMO expert consensus statements (ECS) on the definition, diagnosis, and management of HER2-low breast cancer

Author

Tarantino, P., Viale, G., Press, M.F., Hu, X., Llorca, F.P., Bardia, A., Batistatou, A., Burstein, H.J., Carey, L.A., Cortes, J., Denkert, C., Diéras, V., Jacot, W., Koutras, A.K., Lebeau, A., Loibl, S., Modi, S., Mosele, M.F., Provenzano, E., Pruneri, G., Reis Filho, J.S., Rojo, F., Salgado, R., Schmid, P., Schnitt, S.J., Tolaney, S.M., Trapani, D., Vincent-Salomon, A., Wolff, A.C., Pentheroudakis, G., André, F., and Curigliano, G.

Published
2023
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21. PRECISION: the Belgian molecular profiling program of metastatic cancer for clinical decision and treatment assignment

Author

Thouvenin, J., Van Marcke, C., Decoster, L., Raicevic, G., Punie, K., Vandenbulcke, M., Salgado, R., Van Valckenborgh, E., Maes, B., Joris, S., Steichel, D. Vander, Vranken, K., Jacobs, S., Dedeurwaerdere, F., Martens, G., Devos, H., Duhoux, F.P., Rasschaert, M., Pauwels, P., Geboes, K., Collignon, J., Tejpar, S., Canon, J.-L., Peeters, M., Rutten, A., Van de Mooter, T., Vermeij, J., Schrijvers, D., Demey, W., Lybaert, W., Van Huysse, J., Mebis, J., Awada, A., Claes, K.B.M., Hebrant, A., Van der Meulen, J., Delafontaine, B., Bempt, I. Vanden, Maetens, J., de Hemptinne, M., Rottey, S., Aftimos, P., and De Grève, J.

Published
2022
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24. Magnetic and Thermal Transport Properties of Permanent Magnets with Anisotropic Grain Structure

Author

Volodchenkov, A. D., Ramirez, S., Samnakay, R., Salgado, R., Kodera, Y., Balandin, A. A., and Garay, J. E.

Subjects
Condensed Matter - Materials Science, Condensed Matter - Mesoscale and Nanoscale Physics
Abstract

Nanostructured permanent magnets are gaining increasing interest and importance for applications such as generators and motors. Thermal management is a key concern since performance of permanent magnets decreases with temperature. We investigated the magnetic and thermal transport properties of rare-earth free nanostructured SrFe12O19 magnets produced by the current activated pressure assisted densification. The synthesized magnets have aligned grains such that their magnetic easy axis is perpendicular to their largest surface area to maximize their magnetic performance. The SrFe12O19 magnets have fine grain sizes in the cross-plane direction and substantially larger grain sizes in the in-plane direction. It was found that this microstructure results in approximately a factor of two higher thermal conductivity in the in-plane direction, providing an opportunity for effective cooling. The phonons are the dominant heat carriers in this type of permanent magnets near room temperature. Temperature and direction dependent thermal conductivity measurements indicate that both Umklapp and grain boundary scattering are important in the in-plane direction, where the characteristic grain size is relatively large, while grain boundary scattering dominates the cross-plane thermal transport. The investigated nano/microstructural design strategy should translate well to other material systems and thus have important implications for thermal management of nanostructured permanent magnets., Comment: 16 pages, 5 figures

Published
2016

25. Organized patterns of excitation during persistent atrial fibrillation in humans relate to tissue structure and activation rate

Author

Testa Alonso, D, primary, Martinez Camblor, P, additional, Goni, L, additional, Salgado, M, additional, Sanchez, C, additional, Alvarez Velasco, R, additional, Martinez Leon, A, additional, Garcia Iglesias, D, additional, Filgueiras Rama, D, additional, Salgado, R, additional, Quintanilla, J, additional, Redondo, A, additional, Perez Villacastin, J, additional, Perez Castellano, N, additional, and Calvo, D, additional

Published
2024
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28. Thermal and Magnetic Properties of Nanostructured Ferrimagnetic Composites with Graphene - Graphite Fillers

Author

Ramirez, S., Chan, K., Hernandez, R., Recinos, E., Hernandez, E., Salgado, R., Khitun, A. G., Garay, J. E., and Balandin, A. A.

Subjects
Condensed Matter - Materials Science, Condensed Matter - Mesoscale and Nanoscale Physics
Abstract

We report the results of an experimental study of thermal and magnetic properties of nanostructured ferrimagnetic iron oxide composites with graphene and graphite fillers synthesized via the current activated pressure assisted densification. The thermal conductivity was measured using the laser-flash and transient plane source techniques. It was demonstrated that addition of 5 wt. % of equal mixture of graphene and graphite flakes to the composite results in a factor of x2.6 enhancement of the thermal conductivity without significant degradation of the saturation magnetization. The microscopy and spectroscopic characterization reveal that sp2 carbon fillers preserve their crystal structure and morphology during the composite processing. The strong increase in the thermal conductivity was attributed to the excellent phonon heat conduction properties of graphene and graphite. The results are important for energy and electronic applications of the nanostructured permanent magnets., Comment: 22 pages, 5 figures

Published
2016

29. Standards for conducting and reporting consensus and recommendation documents: European Society of Cardiovascular Radiology policy from the Guidelines Committee

Author

MS Radiologie, Lupi, A., Suchá, D., Cundari, G., Fink, N., Alkadhi, H., Budde, R. P.J., Caobelli, F., De Cecco, C. N., Galea, N., Hrabak-Paar, M., Loewe, C., Luetkens, J. A., Muscogiuri, G., Natale, L., Nikolaou, K., Pirnat, M., Saba, L., Salgado, R., Williams, M. C., Wintersperger, B. J., Vliegenthart, R., Francone, M., Pepe, A., MS Radiologie, Lupi, A., Suchá, D., Cundari, G., Fink, N., Alkadhi, H., Budde, R. P.J., Caobelli, F., De Cecco, C. N., Galea, N., Hrabak-Paar, M., Loewe, C., Luetkens, J. A., Muscogiuri, G., Natale, L., Nikolaou, K., Pirnat, M., Saba, L., Salgado, R., Williams, M. C., Wintersperger, B. J., Vliegenthart, R., Francone, M., and Pepe, A.

Published
2024

30. Image-based multiplex immune profiling of cancer tissues: translational implications. A report of the International Immuno-oncology Biomarker Working Group on Breast Cancer

Author

Jahangir, CA, Page, DB, Broeckx, G, Gonzalez, CA, Burke, C, Murphy, C, Reis-Filho, JS, Ly, A, Harms, PW, Gupta, RR, Vieth, M, Hida, A, Kahila, M, Kos, Z, van Diest, PJ, Verbandt, S, Thagaard, J, Khiroya, R, Abduljabbar, K, Haab, GA, Acs, B, Adams, S, Almeida, JS, Alvarado-Cabrero, I, Azmoudeh-Ardalan, F, Badve, S, Baharun, NB, Bellolio, ER, Bheemaraju, V, Blenman, KRM, Fujimoto, LBM, Burgues, O, Chardas, A, Cheang, MCU, Ciompi, F, Cooper, LAD, Coosemans, A, Corredor, G, Portela, FLD, Deman, F, Demaria, S, Dudgeon, SN, Elghazawy, M, Fernandez-Martin, C, Fineberg, S, Fox, SB, Giltnane, JM, Gnjatic, S, Gonzalez-Ericsson, P, Grigoriadis, A, Halama, N, Hanna, MG, Harbhajanka, A, Hart, SN, Hartman, J, Hewitt, S, Horlings, HM, Husain, Z, Irshad, S, Janssen, EAM, Kataoka, TR, Kawaguchi, K, Khramtsov, A, Kiraz, U, Kirtani, P, Kodach, LL, Korski, K, Akturk, G, Scott, E, Kovacs, A, Laenkholm, A-V, Lang-Schwarz, C, Larsimont, D, Lennerz, JK, Lerousseau, M, Li, X, Madabhushi, A, Maley, SK, Narasimhamurthy, VM, Marks, DK, McDonald, ES, Mehrotra, R, Michiels, S, Kharidehal, D, Minhas, FUAA, Mittal, S, Moore, DA, Mushtaq, S, Nighat, H, Papathomas, T, Penault-Llorca, F, Perera, RD, Pinard, CJ, Pinto-Cardenas, JC, Pruneri, G, Pusztai, L, Rajpoot, NM, Rapoport, BL, Rau, TT, Ribeiro, JM, Rimm, D, Vincent-Salomon, A, Saltz, J, Sayed, S, Hytopoulos, E, Mahon, S, Siziopikou, KP, Sotiriou, C, Stenzinger, A, Sughayer, MA, Sur, D, Symmans, F, Tanaka, S, Taxter, T, Tejpar, S, Teuwen, J, Thompson, EA, Tramm, T, Tran, WT, van Der Laak, J, Verghese, GE, Viale, G, Wahab, N, Walter, T, Waumans, Y, Wen, HY, Yang, W, Yuan, Y, Bartlett, J, Loibl, S, Denkert, C, Savas, P, Loi, S, Stovgaard, ES, Salgado, R, Gallagher, WM, Rahman, A, Jahangir, CA, Page, DB, Broeckx, G, Gonzalez, CA, Burke, C, Murphy, C, Reis-Filho, JS, Ly, A, Harms, PW, Gupta, RR, Vieth, M, Hida, A, Kahila, M, Kos, Z, van Diest, PJ, Verbandt, S, Thagaard, J, Khiroya, R, Abduljabbar, K, Haab, GA, Acs, B, Adams, S, Almeida, JS, Alvarado-Cabrero, I, Azmoudeh-Ardalan, F, Badve, S, Baharun, NB, Bellolio, ER, Bheemaraju, V, Blenman, KRM, Fujimoto, LBM, Burgues, O, Chardas, A, Cheang, MCU, Ciompi, F, Cooper, LAD, Coosemans, A, Corredor, G, Portela, FLD, Deman, F, Demaria, S, Dudgeon, SN, Elghazawy, M, Fernandez-Martin, C, Fineberg, S, Fox, SB, Giltnane, JM, Gnjatic, S, Gonzalez-Ericsson, P, Grigoriadis, A, Halama, N, Hanna, MG, Harbhajanka, A, Hart, SN, Hartman, J, Hewitt, S, Horlings, HM, Husain, Z, Irshad, S, Janssen, EAM, Kataoka, TR, Kawaguchi, K, Khramtsov, A, Kiraz, U, Kirtani, P, Kodach, LL, Korski, K, Akturk, G, Scott, E, Kovacs, A, Laenkholm, A-V, Lang-Schwarz, C, Larsimont, D, Lennerz, JK, Lerousseau, M, Li, X, Madabhushi, A, Maley, SK, Narasimhamurthy, VM, Marks, DK, McDonald, ES, Mehrotra, R, Michiels, S, Kharidehal, D, Minhas, FUAA, Mittal, S, Moore, DA, Mushtaq, S, Nighat, H, Papathomas, T, Penault-Llorca, F, Perera, RD, Pinard, CJ, Pinto-Cardenas, JC, Pruneri, G, Pusztai, L, Rajpoot, NM, Rapoport, BL, Rau, TT, Ribeiro, JM, Rimm, D, Vincent-Salomon, A, Saltz, J, Sayed, S, Hytopoulos, E, Mahon, S, Siziopikou, KP, Sotiriou, C, Stenzinger, A, Sughayer, MA, Sur, D, Symmans, F, Tanaka, S, Taxter, T, Tejpar, S, Teuwen, J, Thompson, EA, Tramm, T, Tran, WT, van Der Laak, J, Verghese, GE, Viale, G, Wahab, N, Walter, T, Waumans, Y, Wen, HY, Yang, W, Yuan, Y, Bartlett, J, Loibl, S, Denkert, C, Savas, P, Loi, S, Stovgaard, ES, Salgado, R, Gallagher, WM, and Rahman, A

Published
2024

31. Annotation-efficient deep learning for breast cancer whole-slide image classification using tumour infiltrating lymphocytes and slide-level labels

Author

Perera, R, Savas, P, Senanayake, D, Salgado, R, Joensuu, H, O’Toole, S, Li, J, Loi, S, Halgamuge, S, Perera, R, Savas, P, Senanayake, D, Salgado, R, Joensuu, H, O’Toole, S, Li, J, Loi, S, and Halgamuge, S

Abstract

Tumour-Infiltrating Lymphocytes (TILs) are pivotal in the immune response against cancer cells. Existing deep learning methods for TIL analysis in whole-slide images (WSIs) demand extensive patch-level annotations, often requiring labour-intensive specialist input. To address this, we propose a framework named annotation-efficient segmentation and attention-based classifier (ANSAC). ANSAC requires only slide-level labels to classify WSIs as having high vs. low TIL scores, with the binary classes divided by an expert-defined threshold. ANSAC automatically segments tumour and stroma regions relevant to TIL assessment, eliminating extensive manual annotations. Furthermore, it uses an attention model to generate a map that highlights the most pertinent regions for classification. Evaluating ANSAC on four breast cancer datasets, we demonstrate substantial improvements over three baseline methods in identifying TIL-relevant regions, with up to 8% classification improvement on a held-out test dataset. Additionally, we propose a pre-processing modification to a well-known method, enhancing its performance up to 6%.

Published
2024

32. Standards for conducting and reporting consensus and recommendation documents:European Society of Cardiovascular Radiology policy from the Guidelines Committee

Author

Lupi, A., Suchá, D., Cundari, G., Fink, N., Alkadhi, H., Budde, R. P.J., Caobelli, F., De Cecco, C. N., Galea, N., Hrabak-Paar, M., Loewe, C., Luetkens, J. A., Muscogiuri, G., Natale, L., Nikolaou, K., Pirnat, M., Saba, L., Salgado, R., Williams, M. C., Wintersperger, B. J., Vliegenthart, R., Francone, M., Pepe, A., Lupi, A., Suchá, D., Cundari, G., Fink, N., Alkadhi, H., Budde, R. P.J., Caobelli, F., De Cecco, C. N., Galea, N., Hrabak-Paar, M., Loewe, C., Luetkens, J. A., Muscogiuri, G., Natale, L., Nikolaou, K., Pirnat, M., Saba, L., Salgado, R., Williams, M. C., Wintersperger, B. J., Vliegenthart, R., Francone, M., and Pepe, A.

Abstract

Cardiovascular imaging is exponentially increasing in the diagnosis, risk stratification, and therapeutic management of patients with cardiovascular disease. The European Society of Cardiovascular Radiology (ESCR) is a non-profit scientific medical society dedicated to promoting and coordinating activities in cardiovascular imaging. The purpose of this paper, written by ESCR committees and Executive board members and approved by the ESCR Executive Board and Guidelines committee, is to codify a standardized approach to creating ESCR scientific documents. Indeed, consensus development methods must be adopted to ensure transparent decision-making that optimizes national and global health and reaches a certain scientific credibility. ESCR consensus documents developed based on a rigorous methodology will improve their scientific impact on the management of patients with cardiac involvement. Critical relevance statement: This document aims to codify the methodology for producing consensus documents of the ESCR. These ESCR indications will broaden the scientific quality and credibility of further publications and, consequently, the impact on the diagnostic management of patients with cardiac involvement. Key Points: Cardiovascular imaging is exponentially increasing for diagnosis, risk stratification, and therapeutic management. The ESCR is committed to promoting cardiovascular imaging. A rigorous methodology for ESCR consensus documents will improve their scientific impact.

Published
2024

33. Prognostic value of histopathologic traits independent of stromal tumor-infiltrating lymphocyte levels in chemotherapy-naïve patients with triple-negative breast cancer

Author

Pathologie, Cancer, MMB opleiding Arts microbioloog, Neurogenetica, MS CGO, Public Health Practice, Affectieve & Psychotische Med., MS Medische Oncologie, Pathologie Support, Pathologie Pathologen staf, MS Reumatologie/Immunologie/Infectie, Speerpunt Cancer, KVO Docenten, de Boo, L W, Jóźwiak, K, Ter Hoeve, N D, van Diest, P J, Opdam, M, Wang, Y, Schmidt, M K, de Jong, V, Kleiterp, S, Cornelissen, S, Baars, D, Koornstra, R H T, Kerver, E D, van Dalen, T, Bins, A D, Beeker, A, van den Heiligenberg, S M, de Jong, P C, Bakker, S D, Rietbroek, R C, Konings, I R, Blankenburgh, R, Bijlsma, R M, Imholz, A L T, Stathonikos, N, Vreuls, W, Sanders, J, Rosenberg, E H, Koop, E A, Varga, Z, van Deurzen, C H M, Mooyaart, A L, Córdoba, A, Groen, E, Bart, J, Willems, S M, Zolota, V, Wesseling, J, Sapino, A, Chmielik, E, Ryska, A, Broeks, A, Voogd, A C, van der Wall, E, Siesling, S, Salgado, R, Dackus, G M H E, Hauptmann, M, Kok, M, Linn, S C, Pathologie, Cancer, MMB opleiding Arts microbioloog, Neurogenetica, MS CGO, Public Health Practice, Affectieve & Psychotische Med., MS Medische Oncologie, Pathologie Support, Pathologie Pathologen staf, MS Reumatologie/Immunologie/Infectie, Speerpunt Cancer, KVO Docenten, de Boo, L W, Jóźwiak, K, Ter Hoeve, N D, van Diest, P J, Opdam, M, Wang, Y, Schmidt, M K, de Jong, V, Kleiterp, S, Cornelissen, S, Baars, D, Koornstra, R H T, Kerver, E D, van Dalen, T, Bins, A D, Beeker, A, van den Heiligenberg, S M, de Jong, P C, Bakker, S D, Rietbroek, R C, Konings, I R, Blankenburgh, R, Bijlsma, R M, Imholz, A L T, Stathonikos, N, Vreuls, W, Sanders, J, Rosenberg, E H, Koop, E A, Varga, Z, van Deurzen, C H M, Mooyaart, A L, Córdoba, A, Groen, E, Bart, J, Willems, S M, Zolota, V, Wesseling, J, Sapino, A, Chmielik, E, Ryska, A, Broeks, A, Voogd, A C, van der Wall, E, Siesling, S, Salgado, R, Dackus, G M H E, Hauptmann, M, Kok, M, and Linn, S C

Published
2024

34. Prognostic value of histopathologic traits independent of stromal tumor-infiltrating lymphocyte levels in chemotherapy-naïve patients with triple-negative breast cancer

Author

de Boo, L. W., Jóźwiak, K., Ter Hoeve, N. D., van Diest, P. J., Opdam, M., Wang, Y., Schmidt, M. K., de Jong, V., Kleiterp, S., Cornelissen, S., Baars, D., Koornstra, R. H.T., Kerver, E. D., van Dalen, T., Bins, A. D., Beeker, A., van den Heiligenberg, S. M., de Jong, P. C., Bakker, S. D., Rietbroek, R. C., Konings, I. R., Blankenburgh, R., Bijlsma, R. M., Imholz, A. L.T., Stathonikos, N., Vreuls, W., Sanders, J., Rosenberg, E. H., Koop, E. A., Varga, Z., van Deurzen, C. H.M., Mooyaart, A. L., Córdoba, A., Groen, E., Bart, J., Willems, S. M., Zolota, V., Wesseling, J., Sapino, A., Chmielik, E., Ryska, A., Broeks, A., Voogd, A. C., van der Wall, E., Siesling, S., Salgado, R., Dackus, G. M.H.E., Hauptmann, M., Kok, M., Linn, S. C., de Boo, L. W., Jóźwiak, K., Ter Hoeve, N. D., van Diest, P. J., Opdam, M., Wang, Y., Schmidt, M. K., de Jong, V., Kleiterp, S., Cornelissen, S., Baars, D., Koornstra, R. H.T., Kerver, E. D., van Dalen, T., Bins, A. D., Beeker, A., van den Heiligenberg, S. M., de Jong, P. C., Bakker, S. D., Rietbroek, R. C., Konings, I. R., Blankenburgh, R., Bijlsma, R. M., Imholz, A. L.T., Stathonikos, N., Vreuls, W., Sanders, J., Rosenberg, E. H., Koop, E. A., Varga, Z., van Deurzen, C. H.M., Mooyaart, A. L., Córdoba, A., Groen, E., Bart, J., Willems, S. M., Zolota, V., Wesseling, J., Sapino, A., Chmielik, E., Ryska, A., Broeks, A., Voogd, A. C., van der Wall, E., Siesling, S., Salgado, R., Dackus, G. M.H.E., Hauptmann, M., Kok, M., and Linn, S. C.

Abstract

Background: In the absence of prognostic biomarkers, most patients with early-stage triple-negative breast cancer (eTNBC) are treated with combination chemotherapy. The identification of biomarkers to select patients for whom treatment de-escalation or escalation could be considered remains an unmet need. We evaluated the prognostic value of histopathologic traits in a unique cohort of young, (neo)adjuvant chemotherapy-naïve patients with early-stage (stage I or II), node-negative TNBC and long-term follow-up, in relation to stromal tumor-infiltrating lymphocytes (sTILs) for which the prognostic value was recently reported. Materials and methods: We studied all 485 patients with node-negative eTNBC from the population-based PARADIGM cohort which selected women aged <40 years diagnosed between 1989 and 2000. None of the patients had received (neo)adjuvant chemotherapy according to standard practice at the time. Associations between histopathologic traits and breast cancer-specific survival (BCSS) were analyzed with Cox proportional hazard models. Results: With a median follow-up of 20.0 years, an independent prognostic value for BCSS was observed for lymphovascular invasion (LVI) [adjusted (adj.) hazard ratio (HR) 2.35, 95% confidence interval (CI) 1.49-3.69], fibrotic focus (adj. HR 1.61, 95% CI 1.09-2.37) and sTILs (per 10% increment adj. HR 0.75, 95% CI 0.69-0.82). In the sTILs <30% subgroup, the presence of LVI resulted in a higher cumulative incidence of breast cancer death (at 20 years, 58%; 95% CI 41% to 72%) compared with when LVI was absent (at 20 years, 32%; 95% CI 26% to 39%). In the ≥75% sTILs subgroup, the presence of LVI might be associated with poor survival (HR 11.45, 95% CI 0.71-182.36, two deaths). We confirm the lack of prognostic value of androgen receptor expression and human epidermal growth factor receptor 2 -low status. Conclusions: sTILs, LVI and fibrotic focus provide independent prognostic information in young women with node-negat

Published
2024

35. Competency based curriculum for cardiovascular magnetic resonance: A position statement of the Society for Cardiovascular Magnetic Resonance

Author

Nguyen, E. T., Ordovas, K., Herbst, P., Kozor, R., Ng, M. Y., Natale, Luigi, Nijveldt, R., Salgado, R., Sanchez, F., Shah, D., Stojanovska, J., Valente, A. M., Westwood, M., Plein, S., Natale L. (ORCID:0000-0002-7949-5119), Nguyen, E. T., Ordovas, K., Herbst, P., Kozor, R., Ng, M. Y., Natale, Luigi, Nijveldt, R., Salgado, R., Sanchez, F., Shah, D., Stojanovska, J., Valente, A. M., Westwood, M., Plein, S., and Natale L. (ORCID:0000-0002-7949-5119)

Abstract

This position statement guides cardiovascular magnetic resonance (CMR) imaging program directors and learners on the key competencies required for Level II and III CMR practitioners, whether trainees come from a radiology or cardiology background. This document is built upon existing curricula and was created and vetted by an international panel of cardiologists and radiologists on behalf of the Society for Cardiovascular Magnetic Resonance (SCMR).

Published
2024

36. Magnetically-Functionalized Self-Aligning Graphene Fillers for High-Efficiency Thermal Management Applications

Author

Renteria, J., Legedza, S., Salgado, R., Balandin, M. P., Ramirez, S., Saadah, M., Kargar, F., and Balandin, A. A.

Subjects
Condensed Matter - Materials Science, Condensed Matter - Mesoscale and Nanoscale Physics
Abstract

We report on heat conduction properties of thermal interface materials with self-aligning "magnetic grapheme" fillers. Graphene enhanced nano-composites were synthesized by an inexpensive and scalable technique based on liquid-phase exfoliation. Functionalization of graphene and few-layer-graphene flakes with Fe3O4 nanoparticles allowed us to align the fillers in an external magnetic field during dispersion of the thermal paste to the connecting surfaces. The filler alignment results in a strong increase of the apparent thermal conductivity and thermal diffusivity through the layer of nano-composite inserted between two metallic surfaces. The self-aligning "magnetic grapheme" fillers improve heat conduction in composites with both curing and non-curing matrix materials. The thermal conductivity enhancement with the oriented fillers is a factor of two larger than that with the random fillers even at the low ~1 wt. % of graphene loading. The real-life testing with computer chips demonstrated the temperature rise decrease by as much as 10oC with use of the non-curing thermal interface material with ~1 wt. % of the oriented fillers. Our proof-of-concept experiments suggest that the thermal interface materials with functionalized graphene and few-layer-graphene fillers, which can be oriented during the composite application to the surfaces, can lead to a new method of thermal management of advanced electronics., Comment: 34 pages; 8 figures

Published
2015

39. Standards for conducting and reporting consensus and recommendation documents: European Society of Cardiovascular Radiology policy from the Guidelines Committee.

Author

Lupi, A., Suchá, D., Cundari, G., Fink, N., Alkadhi, H., Budde, R. P. J., Caobelli, F., De Cecco, C. N., Galea, N., Hrabak-Paar, M., Loewe, C., Luetkens, J. A., Muscogiuri, G., Natale, L., Nikolaou, K., Pirnat, M., Saba, L., Salgado, R., Williams, M. C., and Wintersperger, B. J.

Subjects
NONPROFIT organizations, MEDICAL societies, CARDIAC imaging, CARDIAC patients, WORLD health
Abstract

Cardiovascular imaging is exponentially increasing in the diagnosis, risk stratification, and therapeutic management of patients with cardiovascular disease. The European Society of Cardiovascular Radiology (ESCR) is a non-profit scientific medical society dedicated to promoting and coordinating activities in cardiovascular imaging. The purpose of this paper, written by ESCR committees and Executive board members and approved by the ESCR Executive Board and Guidelines committee, is to codify a standardized approach to creating ESCR scientific documents. Indeed, consensus development methods must be adopted to ensure transparent decision-making that optimizes national and global health and reaches a certain scientific credibility. ESCR consensus documents developed based on a rigorous methodology will improve their scientific impact on the management of patients with cardiac involvement. Critical relevance statement: This document aims to codify the methodology for producing consensus documents of the ESCR. These ESCR indications will broaden the scientific quality and credibility of further publications and, consequently, the impact on the diagnostic management of patients with cardiac involvement. Key Points: Cardiovascular imaging is exponentially increasing for diagnosis, risk stratification, and therapeutic management. The ESCR is committed to promoting cardiovascular imaging. A rigorous methodology for ESCR consensus documents will improve their scientific impact. [ABSTRACT FROM AUTHOR]

Published
2024
Full Text
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42. Erratum to “Aligning tumor mutational burden (TMB) quantification across diagnostic platforms: phase II of the Friends of Cancer Research TMB Harmonization Project”

Author

Vega, D.M., primary, Yee, L.M., additional, McShane, L.M., additional, Williams, P.M., additional, Chen, L., additional, Vilimas, T., additional, Fabrizio, D., additional, Funari, V., additional, Newberg, J., additional, Bruce, L.K., additional, Chen, S.-J., additional, Baden, J., additional, Carl Barrett, J., additional, Beer, P., additional, Butler, M., additional, Cheng, J.-H., additional, Conroy, J., additional, Cyanam, D., additional, Eyring, K., additional, Garcia, E., additional, Green, G., additional, Gregersen, V.R., additional, Hellmann, M.D., additional, Keefer, L.A., additional, Lasiter, L., additional, Lazar, A.J., additional, Li, M.-C., additional, MacConaill, L.E., additional, Meier, K., additional, Mellert, H., additional, Pabla, S., additional, Pallavajjalla, A., additional, Pestano, G., additional, Salgado, R., additional, Samara, R., additional, Sokol, E.S., additional, Stafford, P., additional, Budczies, J., additional, Stenzinger, A., additional, Tom, W., additional, Valkenburg, K.C., additional, Wang, X.Z., additional, Weigman, V., additional, Xie, M., additional, Xie, Q., additional, Zehir, A., additional, Zhao, C., additional, Zhao, Y., additional, Stewart, M.D., additional, and Allen, J., additional

Published
2024
Full Text
View/download PDF

44. 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

45. 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

46. 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

47. 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

48. 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

49. 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

50. Copy number architectures define treatment-mediated selection of lethal prostate cancer clones

Author

Hasan, A, Cremaschi, P, Wetterskog, D, Jayaram, A, Wong, S, Williams, S, Pasam, A, Trigos, A, Trujillo, B, Grist, E, Friedrich, S, Vainauskas, O, Parry, M, Ismail, M, Devlies, W, Wingate, A, Linch, M, Naceur-Lombardelli, C, Zaccaria, S, Hessey, S, Shiu, K, Bridgewater, J, Hochhauser, D, Forster, M, Lee, S, Ahmad, T, Papadatos-Pastos, D, Janes, S, Van Loo, P, Enfield, K, Mcgranahan, N, Huebner, A, Quezada, S, Beck, S, Parker, P, Enver, T, Hynds, R, Pearce, D, Falzon, M, Proctor, I, Sinclair, R, Lok, C, Rhodes, Z, Moore, D, Marafioti, T, Mitchison, M, Ellery, P, Sivakumar, M, Brandner, S, Rowan, A, Hiley, C, Veeriah, S, Shaw, H, Toncheva, A, Prymas, P, Watkins, T, Bailey, C, Martinez Ruiz, C, Litchfield, K, Al-Bakir, M, Kanu, N, Ward, S, Lim, E, Reading, J, Chain, B, Akay, M, Flanagan, A, Biswas, D, Pich, O, Dietzen, M, Puttick, C, Colliver, E, Magness, A, Angelova, M, Black, J, Lucas, O, Hill, W, Liu, W, Frankell, A, Magno, N, Athanasopoulou, F, Salgado, R, Lee, C, Grigoriadis, K, Al-Sawaf, O, Karasaki, T, Bunkum, A, Noorani, I, Benafif, S, Barbe, V, Bola, S, Leone, G, Alifrangis, C, Mcgovern, U, Thol, K, Gamble, S, Ung, S, Sahwangarrom, T, Marin, C, Pawlik, P, Lam, J, Richard, C, Vendramin, R, Dijkstra, K, Rane, J, Nicod, J, Dwornik, A, Bowles, K, Zaidi, R, Gishen, F, Stone, P, Stirling, C, Turajlic, S, Larkin, J, Pickering, L, Furness, A, Young, K, Drake, W, Edmonds, K, Hunter, N, Mangwende, M, Pearce, K, Grostate, L, Au, L, Spain, L, Shepherd, S, Yan, H, Shum, B, Tippu, Z, Hanley, B, Spencer, C, Emmerich, M, Gerard, C, Schmitt, A, Del Rosario, L, Carlyle, E, Lewis, C, Holt, L, Lucanas, A, O'Flaherty, M, Hazell, S, Mudhar, H, Messiou, C, Latifoltojar, A, Fendler, A, Byrne, F, Pallikonda, H, Lobon, I, Coulton, A, Cattin, A, Deng, D, Feng, H, Yousaf, N, Popat, S, Curtis, O, Milner-Watts, C, Stamp, G, Nye, E, Murra, A, Korteweg, J, Kelly, D, Terry, L, Biano, J, Peat, K, Kelly, K, Grieco, C, Le, M, D'Arienzo, P, Turay, E, Hill, P, Josephs, D, Irshad, S, Spicer, J, Mahadeva, U, Green, A, Stewart, R, Wright, N, Pulman, G, Mitu, R, Phillips-Boyd, S, Enting, D, Rudman, S, Ghosh, S, Karapanagiotou, E, Pintus, E, Tutt, A, Howlett, S, Brenton, J, Caldas, C, Fitzgerald, R, Jimenez-Linan, M, Provenzano, E, Cluroe, A, Paterson, A, Aitken, S, Allinson, K, Stewart, G, Mcdermott, U, Beddowes, E, Maughan, T, Ansorge, O, Campbell, P, Roxburgh, P, Fraser, S, Blyth, K, Le Quesne, J, Krebs, M, Blackhall, F, Summers, Y, Oliveira, P, Ortega-Franco, A, Dive, C, Gomes, F, Carter, M, Dransfield, J, Thomas, A, Fennell, D, Shaw, J, Wilson, C, Marrone, D, Naidu, B, Baijal, S, Tanchel, B, Langman, G, Robinson, A, Collard, M, Cockcroft, P, Ferris, C, Bancroft, H, Kerr, A, Middleton, G, Webb, J, Kadiri, S, Colloby, P, Olisemeke, B, Wilson, R, Shackleford, H, Osman, A, Tomlinson, I, Jogai, S, Holden, S, Fernandes, T, Mcneish, I, Hampton, B, Mckenzie, M, Hackshaw, A, Sharp, A, Chan, K, Farrelly, L, Bridger, H, Leslie, R, Tookman, A, Swanton, C, Jamal-Hanjani, M, Lise, S, Sandhu, S, Attard, G, Hasan A. M. M., Cremaschi P., Wetterskog D., Jayaram A., Wong S. Q., Williams S., Pasam A., Trigos A., Trujillo B., Grist E., Friedrich S., Vainauskas O., Parry M., Ismail M., Devlies W., Wingate A., Linch M., Naceur-Lombardelli C., Zaccaria S., Hessey S., Shiu K. -K., Bridgewater J., Hochhauser D., Forster M., Lee S. -M., Ahmad T., Papadatos-Pastos D., Janes S., Van Loo P., Enfield K., McGranahan N., Huebner A., Quezada S., Beck S., Parker P., Enver T., Hynds R. E., Pearce D. R., Falzon M., Proctor I., Sinclair R., Lok C. -W., Rhodes Z., Moore D., Marafioti T., Mitchison M., Ellery P., Sivakumar M., Brandner S., Rowan A., Hiley C., Veeriah S., Shaw H., Toncheva A., Prymas P., Watkins T. B. K., Bailey C., Martinez Ruiz C., Litchfield K., Al-Bakir M., Kanu N., Ward S., Lim E., Reading J., Chain B., Watkins T., Akay M., Flanagan A., Biswas D., Pich O., Dietzen M., Puttick C., Colliver E., Magness A., Angelova M., Black J., Lucas O., Hill W., Liu W. -K., Frankell A., Magno N., Athanasopoulou F., Salgado R., Lee C., Grigoriadis K., Al-Sawaf O., Karasaki T., Bunkum A., Noorani I., Benafif S., Barbe V., Bola S. K., Leone G., Alifrangis C., McGovern U., Thol K., Gamble S., Ung S. K., Sahwangarrom T., Marin C. P., Wong S., Pawlik P., Lam J. M., Richard C., Vendramin R., Dijkstra K., Rane J., Nicod J., Dwornik A., Bowles K., Zaidi R., Gishen F., Stone P., Stirling C., Turajlic S., Larkin J., Pickering L., Furness A., Young K., Drake W., Edmonds K., Hunter N., Mangwende M., Pearce K., Grostate L., Au L., Spain L., Shepherd S., Yan H., Shum B., Tippu Z., Hanley B., Spencer C., Emmerich M., Gerard C., Schmitt A. M., Del Rosario L., Carlyle E., Lewis C., Holt L., Lucanas A., O'Flaherty M., Hazell S., Mudhar H., Messiou C., Latifoltojar A., Fendler A., Byrne F., Pallikonda H., Lobon I., Coulton A., Cattin A. -L., Deng D., Feng H., Yousaf N., Popat S., Curtis O., Milner-Watts C., Stamp G., Nye E., Murra A., Korteweg J., Kelly D., Terry L., Biano J., Peat K., Kelly K., Grieco C., Le M. L., D'Arienzo P. D., Turay E., Hill P., Josephs D., Irshad S., Spicer J., Mahadeva U., Green A., Stewart R., Wright N., Pulman G., Mitu R., Phillips-Boyd S., Enting D., Rudman S., Ghosh S., Karapanagiotou E., Pintus E., Tutt A., Howlett S., Brenton J., Caldas C., Fitzgerald R., Jimenez-Linan M., Provenzano E., Cluroe A., Paterson A., Aitken S., Allinson K., Stewart G., McDermott U., Beddowes E., Maughan T., Ansorge O., Campbell P., Roxburgh P., Fraser S., Blyth K., Le Quesne J., Krebs M., Blackhall F., Summers Y., Oliveira P., Ortega-Franco A., Dive C., Gomes F., Carter M., Dransfield J., Thomas A., Fennell D., Shaw J., Wilson C., Marrone D., Naidu B., Baijal S., Tanchel B., Langman G., Robinson A., Collard M., Cockcroft P., Ferris C., Bancroft H., Kerr A., Middleton G., Webb J., Kadiri S., Colloby P., Olisemeke B., Wilson R., Shackleford H., Osman A., Tomlinson I., Jogai S., Holden S., Fernandes T., McNeish I., Hampton B., McKenzie M., Hackshaw A., Sharp A., Chan K., Farrelly L., Bridger H., Leslie R., Tookman A., Swanton C., Jamal-Hanjani M., Lise S., Sandhu S., Attard G., Hasan, A, Cremaschi, P, Wetterskog, D, Jayaram, A, Wong, S, Williams, S, Pasam, A, Trigos, A, Trujillo, B, Grist, E, Friedrich, S, Vainauskas, O, Parry, M, Ismail, M, Devlies, W, Wingate, A, Linch, M, Naceur-Lombardelli, C, Zaccaria, S, Hessey, S, Shiu, K, Bridgewater, J, Hochhauser, D, Forster, M, Lee, S, Ahmad, T, Papadatos-Pastos, D, Janes, S, Van Loo, P, Enfield, K, Mcgranahan, N, Huebner, A, Quezada, S, Beck, S, Parker, P, Enver, T, Hynds, R, Pearce, D, Falzon, M, Proctor, I, Sinclair, R, Lok, C, Rhodes, Z, Moore, D, Marafioti, T, Mitchison, M, Ellery, P, Sivakumar, M, Brandner, S, Rowan, A, Hiley, C, Veeriah, S, Shaw, H, Toncheva, A, Prymas, P, Watkins, T, Bailey, C, Martinez Ruiz, C, Litchfield, K, Al-Bakir, M, Kanu, N, Ward, S, Lim, E, Reading, J, Chain, B, Akay, M, Flanagan, A, Biswas, D, Pich, O, Dietzen, M, Puttick, C, Colliver, E, Magness, A, Angelova, M, Black, J, Lucas, O, Hill, W, Liu, W, Frankell, A, Magno, N, Athanasopoulou, F, Salgado, R, Lee, C, Grigoriadis, K, Al-Sawaf, O, Karasaki, T, Bunkum, A, Noorani, I, Benafif, S, Barbe, V, Bola, S, Leone, G, Alifrangis, C, Mcgovern, U, Thol, K, Gamble, S, Ung, S, Sahwangarrom, T, Marin, C, Pawlik, P, Lam, J, Richard, C, Vendramin, R, Dijkstra, K, Rane, J, Nicod, J, Dwornik, A, Bowles, K, Zaidi, R, Gishen, F, Stone, P, Stirling, C, Turajlic, S, Larkin, J, Pickering, L, Furness, A, Young, K, Drake, W, Edmonds, K, Hunter, N, Mangwende, M, Pearce, K, Grostate, L, Au, L, Spain, L, Shepherd, S, Yan, H, Shum, B, Tippu, Z, Hanley, B, Spencer, C, Emmerich, M, Gerard, C, Schmitt, A, Del Rosario, L, Carlyle, E, Lewis, C, Holt, L, Lucanas, A, O'Flaherty, M, Hazell, S, Mudhar, H, Messiou, C, Latifoltojar, A, Fendler, A, Byrne, F, Pallikonda, H, Lobon, I, Coulton, A, Cattin, A, Deng, D, Feng, H, Yousaf, N, Popat, S, Curtis, O, Milner-Watts, C, Stamp, G, Nye, E, Murra, A, Korteweg, J, Kelly, D, Terry, L, Biano, J, Peat, K, Kelly, K, Grieco, C, Le, M, D'Arienzo, P, Turay, E, Hill, P, Josephs, D, Irshad, S, Spicer, J, Mahadeva, U, Green, A, Stewart, R, Wright, N, Pulman, G, Mitu, R, Phillips-Boyd, S, Enting, D, Rudman, S, Ghosh, S, Karapanagiotou, E, Pintus, E, Tutt, A, Howlett, S, Brenton, J, Caldas, C, Fitzgerald, R, Jimenez-Linan, M, Provenzano, E, Cluroe, A, Paterson, A, Aitken, S, Allinson, K, Stewart, G, Mcdermott, U, Beddowes, E, Maughan, T, Ansorge, O, Campbell, P, Roxburgh, P, Fraser, S, Blyth, K, Le Quesne, J, Krebs, M, Blackhall, F, Summers, Y, Oliveira, P, Ortega-Franco, A, Dive, C, Gomes, F, Carter, M, Dransfield, J, Thomas, A, Fennell, D, Shaw, J, Wilson, C, Marrone, D, Naidu, B, Baijal, S, Tanchel, B, Langman, G, Robinson, A, Collard, M, Cockcroft, P, Ferris, C, Bancroft, H, Kerr, A, Middleton, G, Webb, J, Kadiri, S, Colloby, P, Olisemeke, B, Wilson, R, Shackleford, H, Osman, A, Tomlinson, I, Jogai, S, Holden, S, Fernandes, T, Mcneish, I, Hampton, B, Mckenzie, M, Hackshaw, A, Sharp, A, Chan, K, Farrelly, L, Bridger, H, Leslie, R, Tookman, A, Swanton, C, Jamal-Hanjani, M, Lise, S, Sandhu, S, Attard, G, Hasan A. M. M., Cremaschi P., Wetterskog D., Jayaram A., Wong S. Q., Williams S., Pasam A., Trigos A., Trujillo B., Grist E., Friedrich S., Vainauskas O., Parry M., Ismail M., Devlies W., Wingate A., Linch M., Naceur-Lombardelli C., Zaccaria S., Hessey S., Shiu K. -K., Bridgewater J., Hochhauser D., Forster M., Lee S. -M., Ahmad T., Papadatos-Pastos D., Janes S., Van Loo P., Enfield K., McGranahan N., Huebner A., Quezada S., Beck S., Parker P., Enver T., Hynds R. E., Pearce D. R., Falzon M., Proctor I., Sinclair R., Lok C. -W., Rhodes Z., Moore D., Marafioti T., Mitchison M., Ellery P., Sivakumar M., Brandner S., Rowan A., Hiley C., Veeriah S., Shaw H., Toncheva A., Prymas P., Watkins T. B. K., Bailey C., Martinez Ruiz C., Litchfield K., Al-Bakir M., Kanu N., Ward S., Lim E., Reading J., Chain B., Watkins T., Akay M., Flanagan A., Biswas D., Pich O., Dietzen M., Puttick C., Colliver E., Magness A., Angelova M., Black J., Lucas O., Hill W., Liu W. -K., Frankell A., Magno N., Athanasopoulou F., Salgado R., Lee C., Grigoriadis K., Al-Sawaf O., Karasaki T., Bunkum A., Noorani I., Benafif S., Barbe V., Bola S. K., Leone G., Alifrangis C., McGovern U., Thol K., Gamble S., Ung S. K., Sahwangarrom T., Marin C. P., Wong S., Pawlik P., Lam J. M., Richard C., Vendramin R., Dijkstra K., Rane J., Nicod J., Dwornik A., Bowles K., Zaidi R., Gishen F., Stone P., Stirling C., Turajlic S., Larkin J., Pickering L., Furness A., Young K., Drake W., Edmonds K., Hunter N., Mangwende M., Pearce K., Grostate L., Au L., Spain L., Shepherd S., Yan H., Shum B., Tippu Z., Hanley B., Spencer C., Emmerich M., Gerard C., Schmitt A. M., Del Rosario L., Carlyle E., Lewis C., Holt L., Lucanas A., O'Flaherty M., Hazell S., Mudhar H., Messiou C., Latifoltojar A., Fendler A., Byrne F., Pallikonda H., Lobon I., Coulton A., Cattin A. -L., Deng D., Feng H., Yousaf N., Popat S., Curtis O., Milner-Watts C., Stamp G., Nye E., Murra A., Korteweg J., Kelly D., Terry L., Biano J., Peat K., Kelly K., Grieco C., Le M. L., D'Arienzo P. D., Turay E., Hill P., Josephs D., Irshad S., Spicer J., Mahadeva U., Green A., Stewart R., Wright N., Pulman G., Mitu R., Phillips-Boyd S., Enting D., Rudman S., Ghosh S., Karapanagiotou E., Pintus E., Tutt A., Howlett S., Brenton J., Caldas C., Fitzgerald R., Jimenez-Linan M., Provenzano E., Cluroe A., Paterson A., Aitken S., Allinson K., Stewart G., McDermott U., Beddowes E., Maughan T., Ansorge O., Campbell P., Roxburgh P., Fraser S., Blyth K., Le Quesne J., Krebs M., Blackhall F., Summers Y., Oliveira P., Ortega-Franco A., Dive C., Gomes F., Carter M., Dransfield J., Thomas A., Fennell D., Shaw J., Wilson C., Marrone D., Naidu B., Baijal S., Tanchel B., Langman G., Robinson A., Collard M., Cockcroft P., Ferris C., Bancroft H., Kerr A., Middleton G., Webb J., Kadiri S., Colloby P., Olisemeke B., Wilson R., Shackleford H., Osman A., Tomlinson I., Jogai S., Holden S., Fernandes T., McNeish I., Hampton B., McKenzie M., Hackshaw A., Sharp A., Chan K., Farrelly L., Bridger H., Leslie R., Tookman A., Swanton C., Jamal-Hanjani M., Lise S., Sandhu S., and Attard G.

Abstract

Despite initial responses to hormone treatment, metastatic prostate cancer invariably evolves to a lethal state. To characterize the intra-patient evolutionary relationships of metastases that evade treatment, we perform genome-wide copy number profiling and bespoke approaches targeting the androgen receptor (AR) on 167 metastatic regions from 11 organs harvested post-mortem from 10 men who died from prostate cancer. We identify diverse and patient-unique alterations clustering around the AR in metastases from every patient with evidence of independent acquisition of related genomic changes within an individual and, in some patients, the co-existence of AR-neutral clones. Using the genomic boundaries of pan-autosome copy number changes, we confirm a common clone of origin across metastases and diagnostic biopsies, and identified in individual patients, clusters of metastases occupied by dominant clones with diverged autosomal copy number alterations. These autosome-defined clusters are characterized by cluster-specific AR gene architectures, and in two index cases are topologically more congruent than by chance (p-values 3.07 × 10−8 and 6.4 × 10−4). Integration with anatomical sites suggests patterns of spread and points of genomic divergence. Here, we show that copy number boundaries identify treatment-selected clones with putatively distinct lethal trajectories.

Published
2023

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