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2. Spatial immunogenomic patterns associated with lymph node metastasis in lung adenocarcinoma

Author

Fanjie Meng, Hao Li, Ruoyi Jin, Airong Yang, Hao Luo, Xiao Li, Peiyu Wang, Yaxing Zhao, Olga Chervova, Kaicheng Tang, Sida Cheng, Bin Hu, Yun Li, Jianpeng Sheng, Fan Yang, David Carbone, Kezhong Chen, and Jun Wang

Subjects
Lung adenocarcinoma lymph node metastasis, Genomic signatures, Tumor immune microenvironment, Spatial immunogenomic patterns, Diseases of the blood and blood-forming organs, RC633-647.5, Neoplasms. Tumors. Oncology. Including cancer and carcinogens, RC254-282
Abstract

Abstract Background Lung adenocarcinoma (LUAD) with lymph node (LN) metastasis is linked to poor prognosis, yet the underlying mechanisms remain largely undefined. This study aimed to elucidate the immunogenomic landscape associated with LN metastasis in LUAD. Methods We employed broad-panel next-generation sequencing (NGS) on a cohort of 257 surgically treated LUAD patients to delineate the molecular landscape of primary tumors and identify actionable driver-gene alterations. Additionally, we used multiplex immunohistochemistry (mIHC) on a propensity score-matched cohort, which enabled us to profile the immune microenvironment of primary tumors in detail while preserving cellular metaclusters, interactions, and neighborhood functional units. By integrating data from NGS and mIHC, we successfully identified spatial immunogenomic patterns and developed a predictive model for LN metastasis, which was subsequently validated independently. Results Our analysis revealed distinct immunogenomic alteration patterns associated with LN metastasis stages. Specifically, we observed increased mutation frequencies in genes such as PIK3CG and ATM in LN metastatic primary tumors. Moreover, LN positive primary tumors exhibited a higher presence of macrophage and regulatory T cell metaclusters, along with their enriched neighborhood units (p

Published
2024
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8. A role for SETD2 loss in tumorigenesis through DNA methylation dysregulation

Author

Hira Javaid, Alessandro Barberis, Olga Chervova, Isar Nassiri, Vitaly Voloshin, Yusuke Sato, Seishi Ogawa, Benjamin Fairfax, Francesca Buffa, and Timothy C. Humphrey

Subjects
DNA methylation, SETD2, H3K36me3, Renal cancer biomarker, Machine learning biomarker, Neoplasms. Tumors. Oncology. Including cancer and carcinogens, RC254-282
Abstract

Abstract SETD2-dependent H3 Lysine-36 trimethylation (H3K36me3) has been recently linked to the deposition of de-novo DNA methylation. SETD2 is frequently mutated in cancer, however, the functional impact of SETD2 loss and depletion on DNA methylation across cancer types and tumorigenesis is currently unknown. Here, we perform a pan-cancer analysis and show that both SETD2 mutation and reduced expression are associated with DNA methylation dysregulation across 21 out of the 24 cancer types tested. In renal cancer, these DNA methylation changes are associated with altered gene expression of oncogenes, tumour suppressors, and genes involved in neoplasm invasiveness, including TP53, FOXO1, and CDK4. This suggests a new role for SETD2 loss in tumorigenesis and cancer aggressiveness through DNA methylation dysregulation. Moreover, using a robust machine learning methodology, we develop and validate a 3-CpG methylation signature which is sufficient to predict SETD2 mutation status with high accuracy and correlates with patient prognosis.

Published
2023
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9. Individualized dynamic methylation-based analysis of cell-free DNA in postoperative monitoring of lung cancer

Author

Kezhong Chen, Guannan Kang, Zhihong Zhang, Analyn Lizaso, Stephan Beck, Iben Lyskjær, Olga Chervova, Bingsi Li, Haifeng Shen, Chenyang Wang, Bing Li, Heng Zhao, Xi Li, Fan Yang, Nnennaya Kanu, and Jun Wang

Subjects
Lung cancer, Postoperative surveillance, Circulating tumor DNA (ctDNA), DNA methylation, Minimal residual disease (MRD), Medicine
Abstract

Abstract Background The feasibility of DNA methylation-based assays in detecting minimal residual disease (MRD) and postoperative monitoring remains unestablished. We aim to investigate the dynamic characteristics of cancer-related methylation signals and the feasibility of methylation-based MRD detection in surgical lung cancer patients. Methods Matched tumor, tumor-adjacent tissues, and longitudinal blood samples from a cohort (MEDAL) were analyzed by ultra-deep targeted sequencing and bisulfite sequencing. A tumor-informed methylation-based MRD (timMRD) was employed to evaluate the methylation status of each blood sample. Survival analysis was performed in the MEDAL cohort (n = 195) and validated in an independent cohort (DYNAMIC, n = 36). Results Tumor-informed methylation status enabled an accurate recurrence risk assessment better than the tumor-naïve methylation approach. Baseline timMRD-scores were positively correlated with tumor burden, invasiveness, and the existence and abundance of somatic mutations. Patients with higher timMRD-scores at postoperative time-points demonstrated significantly shorter disease-free survival in the MEDAL cohort (HR: 3.08, 95% CI: 1.48–6.42; P = 0.002) and the independent DYNAMIC cohort (HR: 2.80, 95% CI: 0.96–8.20; P = 0.041). Multivariable regression analysis identified postoperative timMRD-score as an independent prognostic factor for lung cancer. Compared to tumor-informed somatic mutation status, timMRD-scores yielded better performance in identifying the relapsed patients during postoperative follow-up, including subgroups with lower tumor burden like stage I, and was more accurate among relapsed patients with baseline ctDNA-negative status. Comparing to the average lead time of ctDNA mutation, timMRD-score yielded a negative predictive value of 97.2% at 120 days prior to relapse. Conclusions The dynamic methylation-based analysis of peripheral blood provides a promising strategy for postoperative cancer surveillance. Trial registration This study (MEDAL, MEthylation based Dynamic Analysis for Lung cancer) was registered on ClinicalTrials.gov on 08/05/2018 (NCT03634826). https://clinicaltrials.gov/ct2/show/NCT03634826 .

Published
2023
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10. Blood-Based Epigenetic Age Acceleration and Incident Colorectal Cancer Risk: Findings from a Population-Based Case–Control Study

Author

Sofia Malyutina, Olga Chervova, Vladimir Maximov, Tatiana Nikitenko, Andrew Ryabikov, and Mikhail Voevoda

Subjects
DNA methylation, epigenetic age, ageing, colorectal cancer, case–control, population, Biology (General), QH301-705.5, Chemistry, QD1-999
Abstract

This study investigates the association between epigenetic age acceleration (EAA) derived from DNA methylation and the risk of incident colorectal cancer (CRC). We utilized data from a random population sample of 9,360 individuals (men and women, aged 45–69) from the HAPIEE Study who had been followed up for 16 years. A nested case–control design yielded 35 incident CRC cases and 354 matched controls. Six baseline epigenetic age (EA) measures (Horvath, Hannum, PhenoAge, Skin and Blood (SB), BLUP, and Elastic Net (EN)) were calculated along with their respective EAAs. After adjustment, the odds ratios (ORs) for CRC risk per decile increase in EAA ranged from 1.20 (95% CI: 1.04–1.39) to 1.44 (95% CI: 1.21–1.76) for the Horvath, Hannum, PhenoAge, and BLUP measures. Conversely, the SB and EN EAA measures showed borderline inverse associations with ORs of 0.86–0.87 (95% CI: 0.76–0.99). Tertile analysis reinforced a positive association between CRC risk and four EAA measures (Horvath, Hannum, PhenoAge, and BLUP) and a modest inverse relationship with EN EAA. Our findings from a prospective population-based-case-control study indicate a direct association between incident CRC and four markers of accelerated baseline epigenetic age. In contrast, two markers showed a negative association or no association. These results warrant further exploration in larger cohorts and may have implications for CRC risk assessment and prevention.

Published
2024
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11. Open access-enabled evaluation of epigenetic age acceleration in colorectal cancer and development of a classifier with diagnostic potential

Author

Tyas Arum Widayati, Jadesada Schneider, Kseniia Panteleeva, Elizabeth Chernysheva, Natalie Hrbkova, Stephan Beck, Vitaly Voloshin, and Olga Chervova

Subjects
epigenetic age, colorectal cancer, CRC, epigenetic clock, epigenetic age acceleration, colon tissue methylation, Genetics, QH426-470
Abstract

Aberrant DNA methylation (DNAm) is known to be associated with the aetiology of cancer, including colorectal cancer (CRC). In the past, the availability of open access data has been the main driver of innovative method development and research training. However, this is increasingly being eroded by the move to controlled access, particularly of medical data, including cancer DNAm data. To rejuvenate this valuable tradition, we leveraged DNAm data from 1,845 samples (535 CRC tumours, 522 normal colon tissues adjacent to tumours, 72 colorectal adenomas, and 716 normal colon tissues from healthy individuals) from 14 open access studies deposited in NCBI GEO and ArrayExpress. We calculated each sample’s epigenetic age (EA) using eleven epigenetic clock models and derived the corresponding epigenetic age acceleration (EAA). For EA, we observed that most first- and second-generation epigenetic clocks reflect the chronological age in normal tissues adjacent to tumours and healthy individuals [e.g., Horvath (r = 0.77 and 0.79), Zhang elastic net (EN) (r = 0.70 and 0.73)] unlike the epigenetic mitotic clocks (EpiTOC, HypoClock, MiAge) (r < 0.3). For EAA, we used PhenoAge, Wu, and the above mitotic clocks and found them to have distinct distributions in different tissue types, particularly between normal colon tissues adjacent to tumours and cancerous tumours, as well as between normal colon tissues adjacent to tumours and normal colon tissue from healthy individuals. Finally, we harnessed these associations to develop a classifier using elastic net regression (with lasso and ridge regularisations) that predicts CRC diagnosis based on a patient’s sex and EAAs calculated from histologically normal controls (i.e., normal colon tissues adjacent to tumours and normal colon tissue from healthy individuals). The classifier demonstrated good diagnostic potential with ROC-AUC = 0.886, which suggests that an EAA-based classifier trained on relevant data could become a tool to support diagnostic/prognostic decisions in CRC for clinical professionals. Our study also reemphasises the importance of open access clinical data for method development and training of young scientists. Obtaining the required approvals for controlled access data would not have been possible in the timeframe of this study.

Published
2023
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13. Mixed responses to targeted therapy driven by chromosomal instability through p53 dysfunction and genome doubling

Author

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

Abstract

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

Published
2024

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

Author

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

Abstract

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

Published
2024

17. Multi-omics integrated circulating cell-free DNA genomic signatures enhanced the diagnostic performance of early-stage lung cancer and postoperative minimal residual diseaseResearch in context

Author

Yun Li, Guanchao Jiang, Wendy Wu, Hao Yang, Yichen Jin, Manqi Wu, Wenjie Liu, Airong Yang, Olga Chervova, Sujie Zhang, Lu Zheng, Xueying Zhang, Fengxia Du, Nnennaya Kanu, Lin Wu, Fan Yang, Jun Wang, and Kezhong Chen

Subjects
Liquid biopsy, Whole-genome sequencing, Lung cancer, Diagnostic model, Prognostic model, Medicine, Medicine (General), R5-920
Abstract

Summary: Background: Liquid biopsy is a promising non-invasive alternative for cancer screening and minimal residual disease (MRD) detection, although there are some concerns regarding its clinical applications. We aimed to develop an accurate detection platform based on liquid biopsy for both cancer screening and MRD detection in patients with lung cancer (LC), which is also applicable to clinical use. Methods: We applied a modified whole-genome sequencing (WGS) -based High-performance Infrastructure For MultIomics (HIFI) method for LC screening and postoperative MRD detection by combining the hyper-co-methylated read approach and the circulating single-molecule amplification and resequencing technology (cSMART2.0). Findings: For early screening of LC, the LC score model was constructed using the support vector machine, which showed sensitivity (51.8%) at high specificity (96.3%) and achieved an AUC of 0.912 in the validation set prospectively enrolled from multiple centers. The screening model achieved detection efficiency with an AUC of 0.906 in patients with lung adenocarcinoma and outperformed other clinical models in solid nodule cohort. When applied the HIFI model to real social population, a negative predictive value (NPV) of 99.92% was achieved in Chinese population. Additionally, the MRD detection rate improved significantly by combining results from WGS and cSMART2.0, with sensitivity of 73.7% at specificity of 97.3%. Interpretation: In conclusion, the HIFI method is promising for diagnosis and postoperative monitoring of LC. Funding: This study was supported by CAMS Innovation Fund for Medical Sciences, Chinese Academy of Medical Sciences, National Natural Science Foundation of China, Beijing Natural Science Foundation and Peking University People's Hospital.

Published
2023
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24. Optimizing the NGS-based discrimination of multiple lung cancers from the perspective of evolution

Author

Wang, Ziyang, primary, Yuan, Xiaoqiu, additional, Liu, Ke, additional, Sun, Kunkun, additional, Chervova, Olga, additional, Nie, Yuntao, additional, Yang, Airong, additional, Jin, Yichen, additional, Li, Jing, additional, Li, Yun, additional, Yang, Fan, additional, Wang, Jun, additional, Beck, Stephan, additional, Carbone, David, additional, and Chen, Kezhong, additional

Published
2024
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25. Time reversal method with stabilizing boundary conditions for Photoacoustic tomography

Author

Chervova, Olga and Oksanen, Lauri

Subjects
Mathematics - Analysis of PDEs
Abstract

We study an inverse initial source problem that models Photoacoustic tomography measurements with array detectors, and introduce a method that can be viewed as a modification of the so called back and forth nudging method. We show that the method converges at an exponential rate under a natural visibility condition, with data given only on a part of the boundary of the domain of wave propagation. In this paper we consider the case of noiseless measurements., Comment: Revised Version, accepted to the IOP Journal of Inverse Problems

Published
2016
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26. The Relationship between All-Cause Natural Mortality and Copy Number of Mitochondrial DNA in a 15-Year Follow-Up Study

Author

Sofia Malyutina, Vladimir Maximov, Olga Chervova, Pavel Orlov, Anastasiya Ivanova, Ekaterina Mazdorova, Andrew Ryabikov, Galina Simonova, and Mikhail Voevoda

Subjects
mitochondrial DNA copy number (mtDNA-CN), ageing, mortality, circulatory system diseases, cancer, case–control, Biology (General), QH301-705.5, Chemistry, QD1-999
Abstract

We explored the relationship between the copy number of mitochondrial DNA (mtDNA-CN) and all-cause natural mortality. We examined a random population sample in 2003/2005 (n = 9360, men/women, 45–69, the HAPIEE project) and followed up for 15 years. Using a nested case–control design, we selected non-external deaths among those free from baseline cardiovascular diseases (CVD) and cancer (n = 371), and a sex- and age-stratified control (n = 785). The odds ratios (ORs) of death were 1.06 (95%CI 1.01–1.11) per one-decile decrease in mtDNA-CN independent of age, sex, metabolic factors, smoking, alcohol intake and education. The age–sex-adjusted ORs of death in the second and first tertiles of mtDNA-CN vs. the top tertile were 2.35 (95% CI 1.70–3.26) and 1.59 (1.16–2.17); an increased risk was confined to the second tertile after controlling for smoking and metabolic factors. The multivariable-adjusted OR of CVD death was 1.92 (95% CI 1.18–3.15) in tertile 2 vs. the top tertile of mtDNA-CN, and for cancer-related death the ORs were 3.66 (95% CI 2.21–6.05) and 2.29 (95% CI 1.43–3.68) in tertiles 2 and 1 vs. the top tertile. In the Siberian population cohort, the mtDNA-CN was an inverse predictor of the 15-year risk of natural mortality, due to the greatest impact of CVD and cancer-related death. The findings merit attention for exploring further the role of mtDNA in human ageing and the diversity of mortality.

Published
2023
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27. Finding a Husband: Using Explainable AI to Define Male Mosquito Flight Differences

Author

Yasser M. Qureshi, Vitaly Voloshin, Luca Facchinelli, Philip J. McCall, Olga Chervova, Cathy E. Towers, James A. Covington, and David P. Towers

Subjects
mosquitoes, machine learning, trajectory analysis, explainable artificial intelligence, mosquito behaviour, classification, Biology (General), QH301-705.5
Abstract

Mosquito-borne diseases account for around one million deaths annually. There is a constant need for novel intervention mechanisms to mitigate transmission, especially as current insecticidal methods become less effective with the rise of insecticide resistance among mosquito populations. Previously, we used a near infra-red tracking system to describe the behaviour of mosquitoes at a human-occupied bed net, work that eventually led to an entirely novel bed net design. Advancing that approach, here we report on the use of trajectory analysis of a mosquito flight, using machine learning methods. This largely unexplored application has significant potential for providing useful insights into the behaviour of mosquitoes and other insects. In this work, a novel methodology applies anomaly detection to distinguish male mosquito tracks from females and couples. The proposed pipeline uses new feature engineering techniques and splits each track into segments such that detailed flight behaviour differences influence the classifier rather than the experimental constraints such as the field of view of the tracking system. Each segment is individually classified and the outcomes are combined to classify whole tracks. By interpreting the model using SHAP values, the features of flight that contribute to the differences between sexes are found and are explained by expert opinion. This methodology was tested using 3D tracks generated from mosquito mating swarms in the field and obtained a balanced accuracy of 64.5% and an ROC AUC score of 68.4%. Such a system can be used in a wide variety of trajectory domains to detect and analyse the behaviours of different classes, e.g., sex, strain, and species. The results of this study can support genetic mosquito control interventions for which mating represents a key event for their success.

Published
2023
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28. Methodological Challenges of Digital PCR Detection of the Histone H3 K27M Somatic Variant in Cerebrospinal Fluid

Author

Margarita Zaytseva, Natalia Usman, Ekaterina Salnikova, Agunda Sanakoeva, Andge Valiakhmetova, Almira Chervova, Ludmila Papusha, Galina Novichkova, and Alexander Druy

Subjects
cerebrospinal fluid, liquid biopsy, dPCR, cell-free DNA, CNS tumor, diffuse midline glioma, Neoplasms. Tumors. Oncology. Including cancer and carcinogens, RC254-282, Pathology, RB1-214
Abstract

Cell-free DNA (cfDNA) in body fluids is invaluable for cancer diagnostics. Despite the impressive potential of liquid biopsies for the diagnostics of central nervous system (CNS) tumors, a number of challenges prevent introducing this approach into routine laboratory practice. In this study, we adopt a protocol for sensitive detection of the H3 K27M somatic variant in cerebrospinal fluid (CSF) by using digital polymerase chain reaction (dPCR). Optimization of the protocol was carried out stepwise, including preamplification of the H3 target region and adjustment of dPCR conditions. The optimized protocol allowed detection of the mutant allele starting from DNA quantities as low as 9 picograms. Analytical specificity was tested using a representative group of tumor tissue samples with known H3 K27M status, and no false-positive cases were detected. The protocol was applied to a series of CSF samples collected from patients with CNS tumors (n = 18) using two alternative dPCR platforms, QX200 Droplet Digital PCR system (Bio-Rad) and QIAcuity Digital PCR System (Qiagen). In three out of four CSF specimens collected from patients with H3 K27M-positive diffuse midline glioma, both platforms allowed detection of the mutant allele. The use of ventricular access for CSF collection appears preferential, as lumbar CSF samples may produce ambiguous results. All CSF samples collected from patients with H3 wild-type tumors were qualified as H3 K27M-negative. High agreement of the quantitative data obtained with the two platforms demonstrates universality of the approach.

Published
2022
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31. Evaluation of Epigenetic Age Acceleration Scores and Their Associations with CVD-Related Phenotypes in a Population Cohort

Author

Olga Chervova, Elizabeth Chernysheva, Kseniia Panteleeva, Tyas Arum Widayati, Natalie Hrbkova, Jadesada Schneider, Vladimir Maximov, Andrew Ryabikov, Taavi Tillmann, Hynek Pikhart, Martin Bobak, Vitaly Voloshin, Sofia Malyutina, and Stephan Beck

Subjects
DNAm age, epigenetic clock, epigenetic age acceleration, Biology (General), QH301-705.5
Abstract

We evaluated associations between nine epigenetic age acceleration (EAA) scores and 18 cardiometabolic phenotypes using an Eastern European ageing population cohort richly annotated for a diverse set of phenotypes (subsample, n = 306; aged 45–69 years). This was implemented by splitting the data into groups with positive and negative EAAs. We observed strong association between all EAA scores and sex, suggesting that any analysis of EAAs should be adjusted by sex. We found that some sex-adjusted EAA scores were significantly associated with several phenotypes such as blood levels of gamma-glutamyl transferase and low-density lipoprotein, smoking status, annual alcohol consumption, multiple carotid plaques, and incident coronary heart disease status (not necessarily the same phenotypes for different EAAs). We demonstrated that even after adjusting EAAs for sex, EAA–phenotype associations remain sex-specific, which should be taken into account in any downstream analysis involving EAAs. The obtained results suggest that in some EAA–phenotype associations, negative EAA scores (i.e., epigenetic age below chronological age) indicated more harmful phenotype values, which is counterintuitive. Among all considered epigenetic clocks, GrimAge was significantly associated with more phenotypes than any other EA scores in this Russian sample.

Published
2022
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32. Body composition and lung cancer-associated cachexia in TRACERx

Author

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

Abstract

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

Published
2023

33. Evolutionary characterization of lung adenocarcinoma morphology in TRACERx

Author

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

Abstract

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

Published
2023

34. Genomic–transcriptomic evolution in lung cancer and metastasis

Author

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

Abstract

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

Published
2023

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

Author

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

Abstract

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

Published
2023

36. Antibodies against endogenous retroviruses promote lung cancer immunotherapy

Author

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

Abstract

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

Published
2023

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

Author

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

Abstract

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

Published
2023

38. Spectral theoretic characterization of the massless Dirac operator

Author

Chervova, Olga, Downes, Robert J., and Vassiliev, Dmitri

Subjects
Mathematics - Spectral Theory, Mathematics - Differential Geometry, 35P20 (primary), 35J46, 35R01, 35Q41 (secondary)
Abstract

We consider an elliptic self-adjoint first order differential operator acting on pairs (2-columns) of complex-valued half-densities over a connected compact 3-dimensional manifold without boundary. The principal symbol of our operator is assumed to be trace-free. We study the spectral function which is the sum of squares of Euclidean norms of eigenfunctions evaluated at a given point of the manifold, with summation carried out over all eigenvalues between zero and a positive lambda. We derive an explicit two-term asymptotic formula for the spectral function as lambda tends to plus infinity, expressing the second asymptotic coefficient via the trace of the subprincipal symbol and the geometric objects encoded within the principal symbol - metric, torsion of the teleparallel connection and topological charge. We then address the question: is our operator a massless Dirac operator on half-densities? We prove that it is a massless Dirac operator on half-densities if and only if the following two conditions are satisfied at every point of the manifold: a) the subprincipal symbol is proportional to the identity matrix and b) the second asymptotic coefficient of the spectral function is zero., Comment: To appear in Journal of the LMS. Three typos corrected, two sentences edited and one bibliographic reference updated compared to the original version. arXiv admin note: substantial text overlap with arXiv:1204.6567

Published
2012
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39. The spectral function of a first order elliptic system

Author

Chervova, Olga, Downes, Robert J., and Vassiliev, Dmitri

Subjects
Mathematics - Spectral Theory, 35P20 (Primary), 35J46, 35R01 (Secondary)
Abstract

We consider an elliptic self-adjoint first order pseudodifferential operator acting on columns of complex-valued half-densities over a connected compact manifold without boundary. The eigenvalues of the principal symbol are assumed to be simple but no assumptions are made on their sign, so the operator is not necessarily semi-bounded. We study the following objects: the propagator (time-dependent operator which solves the Cauchy problem for the dynamic equation), the spectral function (sum of squares of Euclidean norms of eigenfunctions evaluated at a given point of the manifold, with summation carried out over all eigenvalues between zero and a positive lambda) and the counting function (number of eigenvalues between zero and a positive lambda). We derive explicit two-term asymptotic formulae for all three. For the propagator "asymptotic" is understood as asymptotic in terms of smoothness, whereas for the spectral and counting functions "asymptotic" is understood as asymptotic with respect to lambda tending to plus infinity., Comment: This preprint is "part a" (proper subset) of preprint arXiv:1204.6567. Preprint arXiv:1204.6567 is being split into two parts on the recommendation of the referee of Journal of Spectral Theory. "Part b" will appear as a separate preprint under the title "Spectral theoretic characterization of the massless Dirac operator"

Published
2012
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40. The spectral function of a first order system

Author

Chervova, Olga, Downes, Robert J., and Vassiliev, Dmitri

Subjects
Mathematics - Analysis of PDEs, Mathematics - Differential Geometry, 35P20 (Primary) 35J46, 35R01, 35Q41 (Secondary)
Abstract

We consider an elliptic self-adjoint first order pseudodifferential operator acting on columns of m complex-valued half-densities over a connected compact n-dimensional manifold without boundary. The eigenvalues of the principal symbol are assumed to be simple but no assumptions are made on their sign, so the operator is not necessarily semi-bounded. We study the spectral function, i.e. the sum of squares of Euclidean norms of eigenfunctions evaluated at a given point of the manifold, with summation carried out over all eigenvalues between zero and a positive lambda. We derive a two-term asymptotic formula for the spectral function as lambda tends to plus infinity. We then restrict our study to the case when m=2, n=3, the operator is differential and has trace-free principal symbol, and address the question: is our operator a massless Dirac operator? We prove that it is a massless Dirac operator if and only if the following two conditions are satisfied at every point of the manifold: a) the subprincipal symbol is proportional to the identity matrix and b) the second asymptotic coefficient of the spectral function is zero.

Published
2012

41. Modelling the neutrino in terms of Cosserat elasticity

Author

Chervova, Olga and Vassiliev, Dmitri

Subjects
Mathematical Physics, General Relativity and Quantum Cosmology, Mathematics - Differential Geometry
Abstract

The paper deals with the Weyl equation which is the massless Dirac equation. We study the Weyl equation in the stationary setting, i.e. when the the spinor field oscillates harmonically in time. We suggest a new geometric interpretation of the stationary Weyl equation, one which does not require the use of spinors, Pauli matrices or covariant differentiation. We think of our 3-dimensional space as an elastic continuum and assume that material points of this continuum can experience no displacements, only rotations. This framework is a special case of the Cosserat theory of elasticity. Rotations of material points of the space continuum are described mathematically by attaching to each geometric point an orthonormal basis which gives a field of orthonormal bases called the coframe. As the dynamical variables (unknowns) of our theory we choose the coframe and a density. We choose a particular potential energy which is conformally invariant and then incorporate time into our action in the standard Newtonian way, by subtracting kinetic energy. The main result of our paper is the theorem stating that in the stationary setting our model is equivalent to a pair of Weyl equations. The crucial element of the proof is the observation that our Lagrangian admits a factorisation., Comment: Submitted to the Proceedings of the Twelfth Marcel Grossmann Meeting

Published
2010

42. The stationary Weyl equation and Cosserat elasticity

Author

Chervova, Olga and Vassiliev, Dmitri

Subjects
General Relativity and Quantum Cosmology, Mathematical Physics, Mathematics - Differential Geometry
Abstract

The paper deals with the Weyl equation which is the massless Dirac equation. We study the Weyl equation in the stationary setting, i.e. when the spinor field oscillates harmonically in time. We suggest a new geometric interpretation of the stationary Weyl equation, one which does not require the use of spinors, Pauli matrices or covariant differentiation. We think of our 3-dimensional space as an elastic continuum and assume that material points of this continuum can experience no displacements, only rotations. This framework is a special case of the Cosserat theory of elasticity. Rotations of material points of the space continuum are described mathematically by attaching to each geometric point an orthonormal basis which gives a field of orthonormal bases called the coframe. As the dynamical variables (unknowns) of our theory we choose the coframe and a density. We choose a particular potential energy which is conformally invariant and then incorporate time into our action in the standard Newtonian way, by subtracting kinetic energy. The main result of our paper is the theorem stating that in the stationary setting our model is equivalent to a pair of Weyl equations. The crucial element of the proof is the observation that our Lagrangian admits a factorization.

Published
2010
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43. Massless Dirac equation as a special case of Cosserat elasticity

Author

Chervova, Olga and Vassiliev, Dmitri

Subjects
General Relativity and Quantum Cosmology, Mathematics - Differential Geometry
Abstract

We suggest an alternative mathematical model for the massless neutrino. Consider an elastic continuum in 3-dimensional Euclidean space and assume that points of this continuum can experience no displacements, only rotations. This framework is a special case of the so-called Cosserat theory of elasticity. Rotations of points of the continuum are described by attaching to each point an orthonormal basis which gives a field of orthonormal bases called the coframe. As the dynamical variables (unknowns) of our theory we choose a coframe and a density. We write down a potential energy which is conformally invariant and then incorporate time in the standard Newtonian way, by subtracting kinetic energy. Finally, we rewrite the resulting nonlinear variational problem in terms of an unknown spinor field. We look for quasi-stationary solutions, i.e. solutions that harmonically oscillate in time. We prove that in the quasi-stationary setting our model is equivalent to a pair of massless Dirac equations. The crucial element of the proof is the observation that our Lagrangian admits a factorisation., Comment: Submitted to the proceedings of the International Conference on Recent Trends in Mathematical Sciences, Bahrain, 10-12 November 2008

Published
2009

45. Dirac equation as a special case of Cosserat elasticity

Author

Burnett, James, Chervova, Olga, and Vassiliev, Dmitri

Subjects
General Relativity and Quantum Cosmology, Mathematics - Differential Geometry
Abstract

We suggest an alternative mathematical model for the electron in which the dynamical variables are a coframe (field of orthonormal bases) and a density. The electron mass and external electromagnetic field are incorporated into our model by means of a Kaluza-Klein extension. Our Lagrangian density is proportional to axial torsion squared. The advantage of our approach is that it does not require the use of spinors, Pauli matrices or covariant differentiation. The only geometric concepts we use are those of a metric, differential form, wedge product and exterior derivative. We prove that in the special case with no dependence on the third spatial coordinate our model is equivalent to the Dirac equation. The crucial element of the proof is the observation that our Lagrangian admits a factorisation., Comment: Submitted to Analysis, Partial Differential Equations and Applications - The Vladimir Maz'ya Anniversary Volume (Operator Theory: Advances and Applications) Birkauser Verlag

Published
2008

47. The massless Dirac equation from the continuum mechanics and microlocal analysis perspectives

Author

Chervova, O. and Vassiliev, D.

Subjects
500
Abstract

The thesis is concerned with the study of the massless Dirac equation. In the first part we study the massless Dirac equation in dimension 1+3 in the stationary setting, i.e. when the spinor field oscillates harmonically in time. We suggest a new geometric interpretation for this equation. We think of our 3-dimensional space as an elastic continuum and assume that material points can experience no displacements, only rotations. This framework is a special case of the Cosserat theory of elasticity. Rotations of material points are described mathematically by attaching to each geometric point an orthonormal basis which gives a field of orthonormal bases called the coframe. As the dynamical variables we choose the coframe and a density. We choose a particular potential energy which is conformally invariant and then incorporate time into our action by subtracting kinetic energy. We prove that in the stationary setting our model is equivalent to a pair of massless Dirac equations. In the second part we consider an elliptic self-adjoint first order pseudodifferential operator acting on columns of m complex-valued half-densities over a compact n-dimensional manifold. The eigenvalues of the principal symbol are assumed to be simple but no assumptions are made on their sign, so the operator is not necessarily semi-bounded. We study the spectral function and derive a two-term asymptotic formula. We then restrict our study to the case when m=2, n=3, the operator is differential and has trace-free principal symbol, and address the question: is our operator a massless Dirac operator? We prove that it is a massless Dirac operator if and only if, at every point, a) the subprincipal symbol is proportional to the identity matrix and b) the second asymptotic coefficient of the spectral function is zero.

Published
2012

48. Reduced vs. standard dose native E. coli-asparaginase therapy in childhood acute lymphoblastic leukemia: long-term results of the randomized trial Moscow–Berlin 2002

Author

Karachunskiy, Alexander, Tallen, Gesche, Roumiantseva, Julia, Lagoiko, Svetlana, Chervova, Almira, von Stackelberg, Arend, Aleinikova, Olga, Bydanov, Oleg, Bajdun, Lyudmila, Nasedkina, Tatiana, Korepanova, Natalia, Kuznetsov, Sergei, Novichkova, Galina, Goroshkova, Marina, Litvinov, Dmitry, Myakova, Natalia, Ponomareva, Natalia, Inyushkina, Evgeniya, Kondratchik, Konstantin, Abugova, Julia, Fechina, Larisa, Arakaev, Oleg, Karelin, Alexander, Lebedev, Vladimir, Judina, Natalia, Scharapova, Gusel, Spichak, Irina, Shamardina, Anastasia, Ryskal, Olga, Shapochnik, Alexander, Rumjanzew, Alexander, Boos, Joachim, Henze, Günter, and for the ALL-MB study group

Published
2019
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49. GenomeChronicler: The Personal Genome Project UK Genomic Report Generator Pipeline

Author

José Afonso Guerra-Assunção, Lucia Conde, Ismail Moghul, Amy P. Webster, Simone Ecker, Olga Chervova, Christina Chatzipantsiou, Pablo P. Prieto, Stephan Beck, and Javier Herrero

Subjects
personal genomics, PGP-UK, genomic report, open consent, participant engagement, open source, Genetics, QH426-470
Abstract

In recent years, there has been a significant increase in whole genome sequencing data of individual genomes produced by research projects as well as direct to consumer service providers. While many of these sources provide their users with an interpretation of the data, there is a lack of free, open tools for generating reports exploring the data in an easy to understand manner. GenomeChronicler was developed as part of the Personal Genome Project UK (PGP-UK) to address this need. PGP-UK provides genomic, transcriptomic, epigenomic and self-reported phenotypic data under an open-access model with full ethical approval. As a result, the reports generated by GenomeChronicler are intended for research purposes only and include information relating to potentially beneficial and potentially harmful variants, but without clinical curation. GenomeChronicler can be used with data from whole genome or whole exome sequencing, producing a genome report containing information on variant statistics, ancestry and known associated phenotypic traits. Example reports are available from the PGP-UK data page (personalgenomes.org.uk/data). The objective of this method is to leverage existing resources to find known phenotypes associated with the genotypes detected in each sample. The provided trait data is based primarily upon information available in SNPedia, but also collates data from ClinVar, GETevidence, and gnomAD to provide additional details on potential health implications, presence of genotype in other PGP participants and population frequency of each genotype. The analysis can be run in a self-contained environment without requiring internet access, making it a good choice for cases where privacy is essential or desired: any third party project can embed GenomeChronicler within their off-line safe-haven environments. GenomeChronicler can be run for one sample at a time, or in parallel making use of the Nextflow workflow manager. The source code is available from GitHub (https://github.com/PGP-UK/GenomeChronicler), container recipes are available for Docker and Singularity, as well as a pre-built container from SingularityHub (https://singularity-hub.org/collections/3664) enabling easy deployment in a variety of settings. Users without access to computational resources to run GenomeChronicler can access the software from the Lifebit CloudOS platform (https://lifebit.ai/cloudos) enabling the production of reports and variant calls from raw sequencing data in a scalable fashion.

Published
2020
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50. Estimation of psychological features, body composition and status of actual nutrition of women with eating behavior disorders

Author

Olga V. Filatova, Sergei S. Polovinkin, Irina V. Chervova, Evgenia I. Baklanova, and Irina O. Plyasova

Subjects
obesity, eating behavior, bioimpedanceometry, body fat, actual nutrition, Physiology, QP1-981, Biochemistry, QD415-436
Abstract

Background: the violations of eating behavior began to be actively studied since the mid-20th century. In recent years, researchers from different countries have found new evidence of the role of eating behavior, the patient's eating habits in the development of obesity. Since the scope of the study of eating behavior and its disorders began to develop actively relatively recently, many aspects of this problem have not yet been studied. Aim: was to study the psychological features, body composition and parameters of actual nutrition of women with eating behavior disorders. Methods. We used the Dutch questionnaire DEBQ to analyze the types of eating behavior. To assess the severity of eating disorders inherent in eating disorders, the technique "Scale of Eating Behavior Assessment" was used. The actual mental state of the subjects was studied using a clinical and psychological test – a questionnaire of the severity of psychopathological symptoms (SCL-90-R). The component composition of the body was assessed using the apparatus for bioimpedanceometry ABC-01 "Medass". The evaluation of the actual nutrition by the method of frequency analysis was carried out with the help of the computer program "Analysis of the state of human nutrition". Results. In all groups of women with eating disorders, higher values on the scales of desire for thinness, bulimia and dissatisfaction with the body, somatization, obsessional-compulsiveness, interpersonal sensitivity, depressiveness, anxiety were found. As the eating disorders worsened, the consumption of mono-and disaccharides and added sugar increased, which was accompanied by an increase of the body fat, both in absolute and relative units. Conclusions. In women with eating disorders violations of personal and psychological characteristics, nutrition patterns were detected, which were accompanied by an increase in body fat.

Published
2018
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