Author: "Bunkum A." - Searchworks@Jio Institute Digital Library Search Results

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46 results on '"Bunkum A."'

1. CONIPHER: a computational framework for scalable phylogenetic reconstruction with error correction

Author: Grigoriadis, Kristiana, Huebner, Ariana, Bunkum, Abigail, Colliver, Emma, Frankell, Alexander M., Hill, Mark S., Thol, Kerstin, Birkbak, Nicolai J., Swanton, Charles, Zaccaria, Simone, and McGranahan, Nicholas
Published: 2024
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2. Author Correction: The evolution of lung cancer and impact of subclonal selection in TRACERx

Author: Frankell, Alexander M., Dietzen, Michelle, Al Bakir, Maise, Lim, Emilia L., Karasaki, Takahiro, Ward, Sophia, Veeriah, Selvaraju, Colliver, Emma, Huebner, Ariana, Bunkum, Abigail, Hill, Mark S., Grigoriadis, Kristiana, Moore, David A., Black, James R. M., Liu, Wing Kin, Thol, Kerstin, Pich, Oriol, Watkins, Thomas B. K., Naceur-Lombardelli, Cristina, Cook, Daniel E., Salgado, Roberto, Wilson, Gareth A., Bailey, Chris, Angelova, Mihaela, Bentham, Robert, Martínez-Ruiz, Carlos, Abbosh, Christopher, Nicholson, Andrew G., Le Quesne, John, Biswas, Dhruva, Rosenthal, Rachel, Puttick, Clare, Hessey, Sonya, Lee, Claudia, Prymas, Paulina, Toncheva, Antonia, Smith, Jon, Xing, Wei, Nicod, Jerome, Price, Gillian, Kerr, Keith M., Naidu, Babu, Middleton, Gary, Blyth, Kevin G., Fennell, Dean A., Forster, Martin D., Lee, Siow Ming, Falzon, Mary, Hewish, Madeleine, Shackcloth, Michael J., Lim, Eric, Benafif, Sarah, Russell, Peter, Boleti, Ekaterini, Krebs, Matthew G., Lester, Jason F., Papadatos-Pastos, Dionysis, Ahmad, Tanya, Thakrar, Ricky M., Lawrence, David, Navani, Neal, Janes, Sam M., Dive, Caroline, Blackhall, Fiona H., Summers, Yvonne, Cave, Judith, Marafioti, Teresa, Herrero, Javier, Quezada, Sergio A., Peggs, Karl S., Schwarz, Roland F., Van Loo, Peter, Miedema, Daniël M., Birkbak, Nicolai J., Hiley, Crispin T., Hackshaw, Allan, Zaccaria, Simone, Jamal-Hanjani, Mariam, McGranahan, Nicholas, and Swanton, Charles
Published: 2024
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3. A Deep Learning Model for Bacterial Classification Using Big Transfer (BiT)

Author: Sarinporn Visitsattaponge, Manao Bunkum, Chuchart Pintavirooj, and May Phu Paing
Subjects: Bacteria classification, big transfer, few-shot learning, graph Laplacian, Electrical engineering. Electronics. Nuclear engineering, TK1-9971
Abstract: Identification and classification of bacterial genera and species are very important for medical prevention, diagnosis, and treatment. However, due to microbial diversity and high variability in appearance, the manual classification of bacteria is a challenging and time-consuming task. This paper aims to facilitate such a troublesome task using deep learning techniques. Through the utilization of a deep learning model, specifically a Big Transfer (BiT) combined with graph Laplacian-based data cleaning and weight initialization based-rectified linear unit (WIB-Relu) activation, we have developed an accurate bacteria classification model. We have tested our proposed method on a public dataset of microscopic bacteria images, called the Digital Images of Bacteria Species (DIBaS), and achieved promising results with an accuracy of 99.11%, precision of 99.31%, recall of 99.09%, and F1 score of 99.06%, respectively. Moreover, the proposed bacteria classification performed well regardless of the size of the training data. We investigated its generalizability not only on the original dataset but also on the few shots (5-shots, 2-shots, and 1-shot) and augmented datasets.
Published: 2024
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4. The evolution of non-small cell lung cancer metastases in TRACERx

Author: Al Bakir, Maise, Huebner, Ariana, Martínez-Ruiz, Carlos, Grigoriadis, Kristiana, Watkins, Thomas B. K., Pich, Oriol, Moore, David A., Veeriah, Selvaraju, Ward, Sophia, Laycock, Joanne, Johnson, Diana, Rowan, Andrew, Razaq, Maryam, Akther, Mita, Naceur-Lombardelli, Cristina, Prymas, Paulina, Toncheva, Antonia, Hessey, Sonya, Dietzen, Michelle, Colliver, Emma, Frankell, Alexander M., Bunkum, Abigail, Lim, Emilia L., Karasaki, Takahiro, Abbosh, Christopher, Hiley, Crispin T., Hill, Mark S., Cook, Daniel E., Wilson, Gareth A., Salgado, Roberto, Nye, Emma, Stone, Richard Kevin, Fennell, Dean A., Price, Gillian, Kerr, Keith M., Naidu, Babu, Middleton, Gary, Summers, Yvonne, Lindsay, Colin R., Blackhall, Fiona H., Cave, Judith, Blyth, Kevin G., Nair, Arjun, Ahmed, Asia, Taylor, Magali N., Procter, Alexander James, Falzon, Mary, Lawrence, David, Navani, Neal, Thakrar, Ricky M., Janes, Sam M., Papadatos-Pastos, Dionysis, Forster, Martin D., Lee, Siow Ming, Ahmad, Tanya, Quezada, Sergio A., Peggs, Karl S., Van Loo, Peter, Dive, Caroline, Hackshaw, Allan, Birkbak, Nicolai J., Zaccaria, Simone, Jamal-Hanjani, Mariam, McGranahan, Nicholas, and Swanton, Charles
Published: 2023
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5. The evolution of lung cancer and impact of subclonal selection in TRACERx

Author: Frankell, Alexander M., Dietzen, Michelle, Al Bakir, Maise, Lim, Emilia L., Karasaki, Takahiro, Ward, Sophia, Veeriah, Selvaraju, Colliver, Emma, Huebner, Ariana, Bunkum, Abigail, Hill, Mark S., Grigoriadis, Kristiana, Moore, David A., Black, James R. M., Liu, Wing Kin, Thol, Kerstin, Pich, Oriol, Watkins, Thomas B. K., Naceur-Lombardelli, Cristina, Cook, Daniel E., Salgado, Roberto, Wilson, Gareth A., Bailey, Chris, Angelova, Mihaela, Bentham, Robert, Martínez-Ruiz, Carlos, Abbosh, Christopher, Nicholson, Andrew G., Le Quesne, John, Biswas, Dhruva, Rosenthal, Rachel, Puttick, Clare, Hessey, Sonya, Lee, Claudia, Prymas, Paulina, Toncheva, Antonia, Smith, Jon, Xing, Wei, Nicod, Jerome, Price, Gillian, Kerr, Keith M., Naidu, Babu, Middleton, Gary, Blyth, Kevin G., Fennell, Dean A., Forster, Martin D., Lee, Siow Ming, Falzon, Mary, Hewish, Madeleine, Shackcloth, Michael J., Lim, Eric, Benafif, Sarah, Russell, Peter, Boleti, Ekaterini, Krebs, Matthew G., Lester, Jason F., Papadatos-Pastos, Dionysis, Ahmad, Tanya, Thakrar, Ricky M., Lawrence, David, Navani, Neal, Janes, Sam M., Dive, Caroline, Blackhall, Fiona H., Summers, Yvonne, Cave, Judith, Marafioti, Teresa, Herrero, Javier, Quezada, Sergio A., Peggs, Karl S., Schwarz, Roland F., Van Loo, Peter, Miedema, Daniël M., Birkbak, Nicolai J., Hiley, Crispin T., Hackshaw, Allan, Zaccaria, Simone, Jamal-Hanjani, Mariam, McGranahan, Nicholas, and Swanton, Charles
Published: 2023
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6. 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

7. 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

8. CONIPHER: a computational framework for scalable phylogenetic reconstruction with error correction

Author: Grigoriadis, K, Huebner, A, Bunkum, A, Colliver, E, Frankell, A, Hill, M, Thol, K, Birkbak, N, Swanton, C, Zaccaria, S, Mcgranahan, N, Grigoriadis K., Huebner A., Bunkum A., Colliver E., Frankell A. M., Hill M. S., Thol K., Birkbak N. J., Swanton C., Zaccaria S., McGranahan N., Grigoriadis, K, Huebner, A, Bunkum, A, Colliver, E, Frankell, A, Hill, M, Thol, K, Birkbak, N, Swanton, C, Zaccaria, S, Mcgranahan, N, Grigoriadis K., Huebner A., Bunkum A., Colliver E., Frankell A. M., Hill M. S., Thol K., Birkbak N. J., Swanton C., Zaccaria S., and McGranahan N.
Abstract: Intratumor heterogeneity provides the fuel for the evolution and selection of subclonal tumor cell populations. However, accurate inference of tumor subclonal architecture and reconstruction of tumor evolutionary histories from bulk DNA sequencing data remains challenging. Frequently, sequencing and alignment artifacts are not fully filtered out from cancer somatic mutations, and errors in the identification of copy number alterations or complex evolutionary events (e.g., mutation losses) affect the estimated cellular prevalence of mutations. Together, such errors propagate into the analysis of mutation clustering and phylogenetic reconstruction. In this Protocol, we present a new computational framework, CONIPHER (COrrecting Noise In PHylogenetic Evaluation and Reconstruction), that accurately infers subclonal structure and phylogenetic relationships from multisample tumor sequencing, accounting for both copy number alterations and mutation errors. CONIPHER has been used to reconstruct subclonal architecture and tumor phylogeny from multisample tumors with high-depth whole-exome sequencing from the TRACERx421 dataset, as well as matched primary-metastatic cases. CONIPHER outperforms similar methods on simulated datasets, and in particular scales to a large number of tumor samples and clones, while completing in under 1.5 h on average. CONIPHER enables automated phylogenetic analysis that can be effectively applied to large sequencing datasets generated with different technologies. CONIPHER can be run with a basic knowledge of bioinformatics and R and bash scripting languages.
Published: 2024

9. A Deep Learning Model for Bacterial Classification Using Big Transfer (BiT)

Author: Visitsattaponge, Sarinporn, primary, Bunkum, Manao, additional, Pintavirooj, Chuchart, additional, and Paing, May Phu, additional
Published: 2024
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10. 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

11. 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

12. 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

13. 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

14. 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

15. 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

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

Author: Hasan, A, Cremaschi, P, Wetterskog, D, Jayaram, A, Wong, S, Williams, S, Pasam, A, Trigos, A, Trujillo, B, Grist, E, Friedrich, S, Vainauskas, O, Parry, M, Ismail, M, Devlies, W, Wingate, A, Linch, M, Naceur-Lombardelli, C, Zaccaria, S, Hessey, S, Shiu, K, Bridgewater, J, Hochhauser, D, Forster, M, Lee, S, Ahmad, T, Papadatos-Pastos, D, Janes, S, Van Loo, P, Enfield, K, Mcgranahan, N, Huebner, A, Quezada, S, Beck, S, Parker, P, Enver, T, Hynds, R, Pearce, D, Falzon, M, Proctor, I, Sinclair, R, Lok, C, Rhodes, Z, Moore, D, Marafioti, T, Mitchison, M, Ellery, P, Sivakumar, M, Brandner, S, Rowan, A, Hiley, C, Veeriah, S, Shaw, H, Toncheva, A, Prymas, P, Watkins, T, Bailey, C, Martinez Ruiz, C, Litchfield, K, Al-Bakir, M, Kanu, N, Ward, S, Lim, E, Reading, J, Chain, B, Akay, M, Flanagan, A, Biswas, D, Pich, O, Dietzen, M, Puttick, C, Colliver, E, Magness, A, Angelova, M, Black, J, Lucas, O, Hill, W, Liu, W, Frankell, A, Magno, N, Athanasopoulou, F, Salgado, R, Lee, C, Grigoriadis, K, Al-Sawaf, O, Karasaki, T, Bunkum, A, Noorani, I, Benafif, S, Barbe, V, Bola, S, Leone, G, Alifrangis, C, Mcgovern, U, Thol, K, Gamble, S, Ung, S, Sahwangarrom, T, Marin, C, Pawlik, P, Lam, J, Richard, C, Vendramin, R, Dijkstra, K, Rane, J, Nicod, J, Dwornik, A, Bowles, K, Zaidi, R, Gishen, F, Stone, P, Stirling, C, Turajlic, S, Larkin, J, Pickering, L, Furness, A, Young, K, Drake, W, Edmonds, K, Hunter, N, Mangwende, M, Pearce, K, Grostate, L, Au, L, Spain, L, Shepherd, S, Yan, H, Shum, B, Tippu, Z, Hanley, B, Spencer, C, Emmerich, M, Gerard, C, Schmitt, A, Del Rosario, L, Carlyle, E, Lewis, C, Holt, L, Lucanas, A, O'Flaherty, M, Hazell, S, Mudhar, H, Messiou, C, Latifoltojar, A, Fendler, A, Byrne, F, Pallikonda, H, Lobon, I, Coulton, A, Cattin, A, Deng, D, Feng, H, Yousaf, N, Popat, S, Curtis, O, Milner-Watts, C, Stamp, G, Nye, E, Murra, A, Korteweg, J, Kelly, D, Terry, L, Biano, J, Peat, K, Kelly, K, Grieco, C, Le, M, D'Arienzo, P, Turay, E, Hill, P, Josephs, D, Irshad, S, Spicer, J, Mahadeva, U, Green, A, Stewart, R, Wright, N, Pulman, G, Mitu, R, Phillips-Boyd, S, Enting, D, Rudman, S, Ghosh, S, Karapanagiotou, E, Pintus, E, Tutt, A, Howlett, S, Brenton, J, Caldas, C, Fitzgerald, R, Jimenez-Linan, M, Provenzano, E, Cluroe, A, Paterson, A, Aitken, S, Allinson, K, Stewart, G, Mcdermott, U, Beddowes, E, Maughan, T, Ansorge, O, Campbell, P, Roxburgh, P, Fraser, S, Blyth, K, Le Quesne, J, Krebs, M, Blackhall, F, Summers, Y, Oliveira, P, Ortega-Franco, A, Dive, C, Gomes, F, Carter, M, Dransfield, J, Thomas, A, Fennell, D, Shaw, J, Wilson, C, Marrone, D, Naidu, B, Baijal, S, Tanchel, B, Langman, G, Robinson, A, Collard, M, Cockcroft, P, Ferris, C, Bancroft, H, Kerr, A, Middleton, G, Webb, J, Kadiri, S, Colloby, P, Olisemeke, B, Wilson, R, Shackleford, H, Osman, A, Tomlinson, I, Jogai, S, Holden, S, Fernandes, T, Mcneish, I, Hampton, B, Mckenzie, M, Hackshaw, A, Sharp, A, Chan, K, Farrelly, L, Bridger, H, Leslie, R, Tookman, A, Swanton, C, Jamal-Hanjani, M, Lise, S, Sandhu, S, Attard, G, Hasan A. M. M., Cremaschi P., Wetterskog D., Jayaram A., Wong S. Q., Williams S., Pasam A., Trigos A., Trujillo B., Grist E., Friedrich S., Vainauskas O., Parry M., Ismail M., Devlies W., Wingate A., Linch M., Naceur-Lombardelli C., Zaccaria S., Hessey S., Shiu K. -K., Bridgewater J., Hochhauser D., Forster M., Lee S. -M., Ahmad T., Papadatos-Pastos D., Janes S., Van Loo P., Enfield K., McGranahan N., Huebner A., Quezada S., Beck S., Parker P., Enver T., Hynds R. E., Pearce D. R., Falzon M., Proctor I., Sinclair R., Lok C. -W., Rhodes Z., Moore D., Marafioti T., Mitchison M., Ellery P., Sivakumar M., Brandner S., Rowan A., Hiley C., Veeriah S., Shaw H., Toncheva A., Prymas P., Watkins T. B. K., Bailey C., Martinez Ruiz C., Litchfield K., Al-Bakir M., Kanu N., Ward S., Lim E., Reading J., Chain B., Watkins T., Akay M., Flanagan A., Biswas D., Pich O., Dietzen M., Puttick C., Colliver E., Magness A., Angelova M., Black J., Lucas O., Hill W., Liu W. -K., Frankell A., Magno N., Athanasopoulou F., Salgado R., Lee C., Grigoriadis K., Al-Sawaf O., Karasaki T., Bunkum A., Noorani I., Benafif S., Barbe V., Bola S. K., Leone G., Alifrangis C., McGovern U., Thol K., Gamble S., Ung S. K., Sahwangarrom T., Marin C. P., Wong S., Pawlik P., Lam J. M., Richard C., Vendramin R., Dijkstra K., Rane J., Nicod J., Dwornik A., Bowles K., Zaidi R., Gishen F., Stone P., Stirling C., Turajlic S., Larkin J., Pickering L., Furness A., Young K., Drake W., Edmonds K., Hunter N., Mangwende M., Pearce K., Grostate L., Au L., Spain L., Shepherd S., Yan H., Shum B., Tippu Z., Hanley B., Spencer C., Emmerich M., Gerard C., Schmitt A. M., Del Rosario L., Carlyle E., Lewis C., Holt L., Lucanas A., O'Flaherty M., Hazell S., Mudhar H., Messiou C., Latifoltojar A., Fendler A., Byrne F., Pallikonda H., Lobon I., Coulton A., Cattin A. -L., Deng D., Feng H., Yousaf N., Popat S., Curtis O., Milner-Watts C., Stamp G., Nye E., Murra A., Korteweg J., Kelly D., Terry L., Biano J., Peat K., Kelly K., Grieco C., Le M. L., D'Arienzo P. D., Turay E., Hill P., Josephs D., Irshad S., Spicer J., Mahadeva U., Green A., Stewart R., Wright N., Pulman G., Mitu R., Phillips-Boyd S., Enting D., Rudman S., Ghosh S., Karapanagiotou E., Pintus E., Tutt A., Howlett S., Brenton J., Caldas C., Fitzgerald R., Jimenez-Linan M., Provenzano E., Cluroe A., Paterson A., Aitken S., Allinson K., Stewart G., McDermott U., Beddowes E., Maughan T., Ansorge O., Campbell P., Roxburgh P., Fraser S., Blyth K., Le Quesne J., Krebs M., Blackhall F., Summers Y., Oliveira P., Ortega-Franco A., Dive C., Gomes F., Carter M., Dransfield J., Thomas A., Fennell D., Shaw J., Wilson C., Marrone D., Naidu B., Baijal S., Tanchel B., Langman G., Robinson A., Collard M., Cockcroft P., Ferris C., Bancroft H., Kerr A., Middleton G., Webb J., Kadiri S., Colloby P., Olisemeke B., Wilson R., Shackleford H., Osman A., Tomlinson I., Jogai S., Holden S., Fernandes T., McNeish I., Hampton B., McKenzie M., Hackshaw A., Sharp A., Chan K., Farrelly L., Bridger H., Leslie R., Tookman A., Swanton C., Jamal-Hanjani M., Lise S., Sandhu S., Attard G., Hasan, A, Cremaschi, P, Wetterskog, D, Jayaram, A, Wong, S, Williams, S, Pasam, A, Trigos, A, Trujillo, B, Grist, E, Friedrich, S, Vainauskas, O, Parry, M, Ismail, M, Devlies, W, Wingate, A, Linch, M, Naceur-Lombardelli, C, Zaccaria, S, Hessey, S, Shiu, K, Bridgewater, J, Hochhauser, D, Forster, M, Lee, S, Ahmad, T, Papadatos-Pastos, D, Janes, S, Van Loo, P, Enfield, K, Mcgranahan, N, Huebner, A, Quezada, S, Beck, S, Parker, P, Enver, T, Hynds, R, Pearce, D, Falzon, M, Proctor, I, Sinclair, R, Lok, C, Rhodes, Z, Moore, D, Marafioti, T, Mitchison, M, Ellery, P, Sivakumar, M, Brandner, S, Rowan, A, Hiley, C, Veeriah, S, Shaw, H, Toncheva, A, Prymas, P, Watkins, T, Bailey, C, Martinez Ruiz, C, Litchfield, K, Al-Bakir, M, Kanu, N, Ward, S, Lim, E, Reading, J, Chain, B, Akay, M, Flanagan, A, Biswas, D, Pich, O, Dietzen, M, Puttick, C, Colliver, E, Magness, A, Angelova, M, Black, J, Lucas, O, Hill, W, Liu, W, Frankell, A, Magno, N, Athanasopoulou, F, Salgado, R, Lee, C, Grigoriadis, K, Al-Sawaf, O, Karasaki, T, Bunkum, A, Noorani, I, Benafif, S, Barbe, V, Bola, S, Leone, G, Alifrangis, C, Mcgovern, U, Thol, K, Gamble, S, Ung, S, Sahwangarrom, T, Marin, C, Pawlik, P, Lam, J, Richard, C, Vendramin, R, Dijkstra, K, Rane, J, Nicod, J, Dwornik, A, Bowles, K, Zaidi, R, Gishen, F, Stone, P, Stirling, C, Turajlic, S, Larkin, J, Pickering, L, Furness, A, Young, K, Drake, W, Edmonds, K, Hunter, N, Mangwende, M, Pearce, K, Grostate, L, Au, L, Spain, L, Shepherd, S, Yan, H, Shum, B, Tippu, Z, Hanley, B, Spencer, C, Emmerich, M, Gerard, C, Schmitt, A, Del Rosario, L, Carlyle, E, Lewis, C, Holt, L, Lucanas, A, O'Flaherty, M, Hazell, S, Mudhar, H, Messiou, C, Latifoltojar, A, Fendler, A, Byrne, F, Pallikonda, H, Lobon, I, Coulton, A, Cattin, A, Deng, D, Feng, H, Yousaf, N, Popat, S, Curtis, O, Milner-Watts, C, Stamp, G, Nye, E, Murra, A, Korteweg, J, Kelly, D, Terry, L, Biano, J, Peat, K, Kelly, K, Grieco, C, Le, M, D'Arienzo, P, Turay, E, Hill, P, Josephs, D, Irshad, S, Spicer, J, Mahadeva, U, Green, A, Stewart, R, Wright, N, Pulman, G, Mitu, R, Phillips-Boyd, S, Enting, D, Rudman, S, Ghosh, S, Karapanagiotou, E, Pintus, E, Tutt, A, Howlett, S, Brenton, J, Caldas, C, Fitzgerald, R, Jimenez-Linan, M, Provenzano, E, Cluroe, A, Paterson, A, Aitken, S, Allinson, K, Stewart, G, Mcdermott, U, Beddowes, E, Maughan, T, Ansorge, O, Campbell, P, Roxburgh, P, Fraser, S, Blyth, K, Le Quesne, J, Krebs, M, Blackhall, F, Summers, Y, Oliveira, P, Ortega-Franco, A, Dive, C, Gomes, F, Carter, M, Dransfield, J, Thomas, A, Fennell, D, Shaw, J, Wilson, C, Marrone, D, Naidu, B, Baijal, S, Tanchel, B, Langman, G, Robinson, A, Collard, M, Cockcroft, P, Ferris, C, Bancroft, H, Kerr, A, Middleton, G, Webb, J, Kadiri, S, Colloby, P, Olisemeke, B, Wilson, R, Shackleford, H, Osman, A, Tomlinson, I, Jogai, S, Holden, S, Fernandes, T, Mcneish, I, Hampton, B, Mckenzie, M, Hackshaw, A, Sharp, A, Chan, K, Farrelly, L, Bridger, H, Leslie, R, Tookman, A, Swanton, C, Jamal-Hanjani, M, Lise, S, Sandhu, S, Attard, G, Hasan A. M. M., Cremaschi P., Wetterskog D., Jayaram A., Wong S. Q., Williams S., Pasam A., Trigos A., Trujillo B., Grist E., Friedrich S., Vainauskas O., Parry M., Ismail M., Devlies W., Wingate A., Linch M., Naceur-Lombardelli C., Zaccaria S., Hessey S., Shiu K. -K., Bridgewater J., Hochhauser D., Forster M., Lee S. -M., Ahmad T., Papadatos-Pastos D., Janes S., Van Loo P., Enfield K., McGranahan N., Huebner A., Quezada S., Beck S., Parker P., Enver T., Hynds R. E., Pearce D. R., Falzon M., Proctor I., Sinclair R., Lok C. -W., Rhodes Z., Moore D., Marafioti T., Mitchison M., Ellery P., Sivakumar M., Brandner S., Rowan A., Hiley C., Veeriah S., Shaw H., Toncheva A., Prymas P., Watkins T. B. K., Bailey C., Martinez Ruiz C., Litchfield K., Al-Bakir M., Kanu N., Ward S., Lim E., Reading J., Chain B., Watkins T., Akay M., Flanagan A., Biswas D., Pich O., Dietzen M., Puttick C., Colliver E., Magness A., Angelova M., Black J., Lucas O., Hill W., Liu W. -K., Frankell A., Magno N., Athanasopoulou F., Salgado R., Lee C., Grigoriadis K., Al-Sawaf O., Karasaki T., Bunkum A., Noorani I., Benafif S., Barbe V., Bola S. K., Leone G., Alifrangis C., McGovern U., Thol K., Gamble S., Ung S. K., Sahwangarrom T., Marin C. P., Wong S., Pawlik P., Lam J. M., Richard C., Vendramin R., Dijkstra K., Rane J., Nicod J., Dwornik A., Bowles K., Zaidi R., Gishen F., Stone P., Stirling C., Turajlic S., Larkin J., Pickering L., Furness A., Young K., Drake W., Edmonds K., Hunter N., Mangwende M., Pearce K., Grostate L., Au L., Spain L., Shepherd S., Yan H., Shum B., Tippu Z., Hanley B., Spencer C., Emmerich M., Gerard C., Schmitt A. M., Del Rosario L., Carlyle E., Lewis C., Holt L., Lucanas A., O'Flaherty M., Hazell S., Mudhar H., Messiou C., Latifoltojar A., Fendler A., Byrne F., Pallikonda H., Lobon I., Coulton A., Cattin A. -L., Deng D., Feng H., Yousaf N., Popat S., Curtis O., Milner-Watts C., Stamp G., Nye E., Murra A., Korteweg J., Kelly D., Terry L., Biano J., Peat K., Kelly K., Grieco C., Le M. L., D'Arienzo P. D., Turay E., Hill P., Josephs D., Irshad S., Spicer J., Mahadeva U., Green A., Stewart R., Wright N., Pulman G., Mitu R., Phillips-Boyd S., Enting D., Rudman S., Ghosh S., Karapanagiotou E., Pintus E., Tutt A., Howlett S., Brenton J., Caldas C., Fitzgerald R., Jimenez-Linan M., Provenzano E., Cluroe A., Paterson A., Aitken S., Allinson K., Stewart G., McDermott U., Beddowes E., Maughan T., Ansorge O., Campbell P., Roxburgh P., Fraser S., Blyth K., Le Quesne J., Krebs M., Blackhall F., Summers Y., Oliveira P., Ortega-Franco A., Dive C., Gomes F., Carter M., Dransfield J., Thomas A., Fennell D., Shaw J., Wilson C., Marrone D., Naidu B., Baijal S., Tanchel B., Langman G., Robinson A., Collard M., Cockcroft P., Ferris C., Bancroft H., Kerr A., Middleton G., Webb J., Kadiri S., Colloby P., Olisemeke B., Wilson R., Shackleford H., Osman A., Tomlinson I., Jogai S., Holden S., Fernandes T., McNeish I., Hampton B., McKenzie M., Hackshaw A., Sharp A., Chan K., Farrelly L., Bridger H., Leslie R., Tookman A., Swanton C., Jamal-Hanjani M., Lise S., Sandhu S., and Attard G.
Abstract: Despite initial responses to hormone treatment, metastatic prostate cancer invariably evolves to a lethal state. To characterize the intra-patient evolutionary relationships of metastases that evade treatment, we perform genome-wide copy number profiling and bespoke approaches targeting the androgen receptor (AR) on 167 metastatic regions from 11 organs harvested post-mortem from 10 men who died from prostate cancer. We identify diverse and patient-unique alterations clustering around the AR in metastases from every patient with evidence of independent acquisition of related genomic changes within an individual and, in some patients, the co-existence of AR-neutral clones. Using the genomic boundaries of pan-autosome copy number changes, we confirm a common clone of origin across metastases and diagnostic biopsies, and identified in individual patients, clusters of metastases occupied by dominant clones with diverged autosomal copy number alterations. These autosome-defined clusters are characterized by cluster-specific AR gene architectures, and in two index cases are topologically more congruent than by chance (p-values 3.07 × 10−8 and 6.4 × 10−4). Integration with anatomical sites suggests patterns of spread and points of genomic divergence. Here, we show that copy number boundaries identify treatment-selected clones with putatively distinct lethal trajectories.
Published: 2023

17. CONIPHER: a computational framework for scalable phylogenetic reconstruction with error correction

Author: Grigoriadis, Kristiana, primary, Huebner, Ariana, additional, Bunkum, Abigail, additional, Colliver, Emma, additional, Frankell, Alexander M., additional, Hill, Mark S., additional, Thol, Kerstin, additional, Birkbak, Nicolai J., additional, Swanton, Charles, additional, Zaccaria, Simone, additional, and McGranahan, Nicholas, additional
Published: 2023
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18. Automated Bacterial Colony Counting on Agar Plate

Author: Bunkum, Manao, primary and Visitsattapongse, Sarinporn, additional
Published: 2023
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19. Bacterial Colonies on Agar Plate Counting Using Image Processing

Author: Manao Bunkum and Sarinporn Visitsattapongse
Subjects: General Medicine, General Pharmacology, Toxicology and Pharmaceutics, General Biochemistry, Genetics and Molecular Biology
Published: 2022

20. Abstract 4277: Measuring proliferation rates of distinct tumour clones using single-cell DNA sequencing

Author: Lucas, Olivia, primary, Ward, Sophie, additional, Zaidi, Rija, additional, Hill, Mark, additional, Lim, Emilia, additional, Zhai, Haoran, additional, Bunkum, Abigail, additional, Hessey, Sonya, additional, Dietzen, Michelle, additional, Rowan, Andrew, additional, Naceur-Lombardelli, Cristina, additional, Kanu, Nnenna, additional, Jamal-Hanjani, Mariam, additional, Swanton, Charles, additional, and Zaccaria, Simone, additional
Published: 2023
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21. Abstract 2037: Tracking the emergence of immunotherapy resistance in lung cancer metastases

Author: Hessey, Sonya, primary, Huebner, Ariana, additional, Pich, Oriol, additional, Bunkum, Abi, additional, Liu, Wing, additional, Moore, David A., additional, Naceur-Lombardelli, Cristina, additional, Veeriah, Selvaraju, additional, Ward, Sophie, additional, Salgado, Roberto, additional, McGranahan, Nicholas, additional, Zaccaria, Simone, additional, Swanton, Charles, additional, and Jamal-Hanjani, Mariam, additional
Published: 2023
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22. The evolution of lung cancer and impact of subclonal selection in TRACERx

Author: 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., Martínez-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., Jamal-Hanjani, M., McGranahan, N., and Swanton, C.
Subjects: Cancer Research
Abstract: Lung cancer is the leading cause of cancer-associated mortality worldwide. 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

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

Author: Al-Sawaf, Othman, Weiss, Jakob, Skrzypski, Marcin, Lam, Jie Min, Karasaki, Takahiro, Zambrana, Francisco, Kidd, Andrew C, Frankell, Alexander M, Watkins, Thomas BK, Martinez-Ruiz, Carlos, Puttick, Clare, Black, James RM, Huebner, Ariana, Al Bakir, Maise, Sokac, Mateo, Collins, Susie, Veeriah, Selvaraju, Magno, Neil, Naceur-Lombardelli, Cristina, Prymas, Paulina, Toncheva, Antonia, Ward, Sophia, Jayanth, Nick, Salgado, Roberto, Bridge, Christopher P, Christiani, David C, Mak, Raymond H, Bay, Camden, Rosenthal, Michael, Sattar, Naveed, Welsh, Paul, Liu, Ying, Perrimon, Norbert, Popuri, Karteek, Beg, Mirza Faisal, McGranahan, Nicholas, Hackshaw, Allan, Breen, Danna M, O'Rahilly, Stephen, Birkbak, Nicolai J, Aerts, Hugo JWL, Jamal-Hanjani, Mariam, Swanton, Charles, Lester, Jason F, Bajaj, Amrita, Nakas, Apostolos, Sodha-Ramdeen, Azmina, Ang, Keng, Tufail, Mohamad, Chowdhry, Mohammed Fiyaz, Scotland, Molly, Boyles, Rebecca, Rathinam, Sridhar, Wilson, Claire, Marrone, Domenic, Dulloo, Sean, Fennell, Dean A, Matharu, Gurdeep, Shaw, Jacqui A, Riley, Joan, Primrose, Lindsay, Boleti, Ekaterini, Cheyne, Heather, Khalil, Mohammed, Richardson, Shirley, Cruickshank, Tracey, Price, Gillian, Kerr, Keith M, Benafif, Sarah, Gilbert, Kayleigh, Naidu, Babu, Patel, Akshay J, Osman, Aya, Lacson, Christer, Langman, Gerald, Shackleford, Helen, Djearaman, Madava, Kadiri, Salma, Middleton, Gary, Leek, Angela, Hodgkinson, Jack Davies, Totten, Nicola, Montero, Angeles, Smith, Elaine, Fontaine, Eustace, Granato, Felice, Doran, Helen, Novasio, Juliette, Rammohan, Kendadai, Joseph, Leena, Bishop, Paul, Shah, Rajesh, Moss, Stuart, Joshi, Vijay, Crosbie, Philip, Gomes, Fabio, Brown, Kate, Carter, Mathew, Chaturvedi, Anshuman, Priest, Lynsey, Oliveira, Pedro, Lindsay, Colin R, Blackhall, Fiona H, Krebs, Matthew G, Summers, Yvonne, Clipson, Alexandra, Tugwood, Jonathan, Kerr, Alastair, Rothwell, Dominic G, Kilgour, Elaine, Dive, Caroline, Schwarz, Roland F, Kaufmann, Tom L, Wilson, Gareth A, Rosenthal, Rachel, Van Loo, Peter, Szallasi, Zoltan, Kisistok, Judit, Diossy, Miklos, Demeulemeester, Jonas, Bunkum, Abigail, Stewart, Aengus, Magness, Alastair, Rowan, Andrew, Karamani, Angeliki, Chain, Benny, Campbell, Brittany B, Castignani, Carla, Bailey, Chris, Abbosh, Christopher, Weeden, Clare E, Lee, Claudia, Richard, Corentin, Hiley, Crispin T, Moore, David A, Pearce, David R, Karagianni, Despoina, Biswas, Dhruva, Levi, Dina, Hoxha, Elena, Cadieux, Elizabeth Larose, Lim, Emilia L, Colliver, Emma, Nye, Emma, Gronroos, Eva, Galvez-Cancino, Felip, Athanasopoulou, Foteini, Gimeno-Valiente, Francisco, Kassiotis, George, Stavrou, Georgia, Mastrokalos, Gerasimos, Zhai, Haoran, Lowe, Helen L, Matos, Ignacio Garcia, Goldman, Jacki, Reading, James L, Herrero, Javier, Rane, Jayant K, Nicod, Jerome, Hartley, John A, Peggs, Karl S, Enfield, Katey SS, Selvaraju, Kayalvizhi, Thol, Kerstin, Litchfield, Kevin, Ng, Kevin W, Chen, Kezhong, Dijkstra, Krijn, Grigoriadis, Kristiana, Thakkar, Krupa, Ensell, Leah, Shah, Mansi, Duran, Marcos Vasquez, Litovchenko, Maria, Sunderland, Mariana Werner, Hill, Mark S, Dietzen, Michelle, Leung, Michelle, Escudero, Mickael, Angelova, Mihaela, Tanic, Miljana, Sivakumar, Monica, Kanu, Nnennaya, Chervova, Olga, Lucas, Olivia, Pich, Oriol, Hobson, Philip, Pawlik, Piotr, Stone, Richard Kevin, Bentham, Robert, Hynds, Robert E, Vendramin, Roberto, Saghafinia, Sadegh, Lopez, Saioa, Gamble, Samuel, Ung, Seng Kuong Anakin, Quezada, Sergio A, Vanloo, Sharon, Zaccaria, Simone, Hessey, Sonya, Boeing, Stefan, Beck, Stephan, Bola, Supreet Kaur, Denner, Tamara, Marafioti, Teresa, Mourikis, Thanos P, Spanswick, Victoria, Barbe, Vittorio, Lu, Wei-Ting, Hill, William, Liu, Wing Kin, Wu, Yin, Naito, Yutaka, Ramsden, Zoe, Veiga, Catarina, Royle, Gary, Collins-Fekete, Charles-Antoine, Fraioli, Francesco, Ashford, Paul, Clark, Tristan, Forster, Martin D, Lee, Siow Ming, Borg, Elaine, Falzon, Mary, Papadatos-Pastos, Dionysis, Wilson, James, Ahmad, Tanya, Procter, Alexander James, Ahmed, Asia, Taylor, Magali N, Nair, Arjun, Lawrence, David, Patrini, Davide, Navani, Neal, Thakrar, Ricky M, Janes, Sam M, Hoogenboom, Emilie Martinoni, Monk, Fleur, Holding, James W, Choudhary, Junaid, Bhakhri, Kunal, Scarci, Marco, Hayward, Martin, Panagiotopoulos, Nikolaos, Gorman, Pat, Khiroya, Reena, Stephens, Robert CM, Wong, Yien Ning Sophia, Bandula, Steve, Sharp, Abigail, Smith, Sean, Gower, Nicole, Dhanda, Harjot Kaur, Chan, Kitty, Pilotti, Camilla, Leslie, Rachel, Grapa, Anca, Zhang, Hanyun, AbdulJabbar, Khalid, Pan, Xiaoxi, Yuan, Yinyin, Chuter, David, MacKenzie, Mairead, Chee, Serena, Alzetani, Aiman, Cave, Judith, Scarlett, Lydia, Richards, Jennifer, Ingram, Papawadee, Austin, Silvia, Lim, Eric, De Sousa, Paulo, Jordan, Simon, Rice, Alexandra, Raubenheimer, Hilgardt, Bhayani, Harshil, Ambrose, Lyn, Devaraj, Anand, Chavan, Hema, Begum, Sofina, Buderi, Silviu, Kaniu, Daniel, Malima, Mpho, Booth, Sarah, Nicholson, Andrew G, Fernandes, Nadia, Shah, Pratibha, Proli, Chiara, Hewish, Madeleine, Danson, Sarah, Shackcloth, Michael J, Robinson, Lily, Russell, Peter, Blyth, Kevin G, Dick, Craig, Le Quesne, John, Kirk, Alan, Asif, Mo, Bilancia, Rocco, Kostoulas, Nikos, and Thomas, Mathew
Subjects: Male, Proteomics, Cachexia, Lung Neoplasms, Antigens, Neoplasm, Carcinoma, Non-Small-Cell Lung, Body Weight, Body Composition, Humans, Neoplasm Recurrence, Local, Muscle, Skeletal, Neoplasm Proteins
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. ispartof: NATURE MEDICINE vol:29 issue:4 ispartof: location:United States status: Published online
Published: 2023

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

Author: Frankell, Alexander M, Dietzen, Michelle, Al Bakir, Maise, Lim, Emilia L, Karasaki, Takahiro, Ward, Sophia, Veeriah, Selvaraju, Colliver, Emma, Huebner, Ariana, Bunkum, Abigail, Hill, Mark S, Grigoriadis, Kristiana, Moore, David A, Black, James RM, Liu, Wing Kin, Thol, Kerstin, Pich, Oriol, Watkins, Thomas BK, Naceur-Lombardelli, Cristina, Cook, Daniel E, Salgado, Roberto, Wilson, Gareth A, Bailey, Chris, Angelova, Mihaela, Bentham, Robert, Martinez-Ruiz, Carlos, Abbosh, Christopher, Nicholson, Andrew G, Le Quesne, John, Biswas, Dhruva, Rosenthal, Rachel, Puttick, Clare, Hessey, Sonya, Lee, Claudia, Prymas, Paulina, Toncheva, Antonia, Smith, Jon, Xing, Wei, Nicod, Jerome, Price, Gillian, Kerr, Keith M, Naidu, Babu, Middleton, Gary, Blyth, Kevin G, Fennell, Dean A, Forster, Martin D, Lee, Siow Ming, Falzon, Mary, Hewish, Madeleine, Shackcloth, Michael J, Lim, Eric, Benafif, Sarah, Russell, Peter, Boleti, Ekaterini, Krebs, Matthew G, Lester, Jason F, Papadatos-Pastos, Dionysis, Ahmad, Tanya, Thakrar, Ricky M, Lawrence, David, Navani, Neal, Janes, Sam M, Dive, Caroline, Blackhall, Fiona H, Summers, Yvonne, Cave, Judith, Marafioti, Teresa, Herrero, Javier, Quezada, Sergio A, Peggs, Karl S, Schwarz, Roland F, Van Loo, Peter, Miedema, Daniel M, Birkbak, Nicolai J, Hiley, Crispin T, Hackshaw, Allan, Zaccaria, Simone, Jamal-Hanjani, Mariam, McGranahan, Nicholas, Swanton, Charles, Bajaj, Amrita, Nakas, Apostolos, Sodha-Ramdeen, Azmina, Ang, Keng, Tufail, Mohamad, Chowdhry, Mohammed Fiyaz, Scotland, Molly, Boyles, Rebecca, Rathinam, Sridhar, Wilson, Claire, Marrone, Domenic, Dulloo, Sean, Matharu, Gurdeep, Shaw, Jacqui A, Riley, Joa, Primrose, Lindsay, Cheyne, Heather, Khalil, Mohammed, Richardson, Shirley, Cruickshank, Tracey, Gilbert, Kayleigh, Patel, Akshay J, Osman, Aya, Lacson, Christer, Langman, Gerald, Shackleford, Helen, Djearaman, Madava, Kadiri, Salma, Leek, Angela, Hodgkinson, Jack Davies, Totten, Nicola, Montero, Angeles, Smith, Elaine, Fontaine, Eustace, Granato, Felice, Doran, Helen, Novasio, Juliette, Rammohan, Kendadai, Joseph, Leena, Bishop, Paul, Shah, Rajesh, Moss, Stuart, Joshi, Vijay, Crosbie, Philip, Gomes, Fabio, Brown, Kate, Carter, Mathew, Chaturvedi, Anshuman, Priest, Lynsey, Oliveira, Pedro, Lindsay, Colin R, Clipson, Alexandra, Tugwood, Jonathan, Kerr, Alastair, Rothwell, Dominic G, Kilgour, Elaine, Aerts, Hugo JWL, Kaufmann, Tom L, Szallasi, Zoltan, Kisistok, Judit, Sokac, Mateo, Diossy, Miklos, Demeulemeester, Jonas, Stewart, Aengus, Magness, Alastair, Rowan, Andrew, Karamani, Angeliki, Chain, Benny, Campbell, Brittany B, Castignani, Carla, Weeden, Clare E, Richard, Corentin, Pearce, David R, Karagianni, Despoina, Levi, Dina, Hoxha, Elena, Larose Cadieux, Elizabeth, Nye, Emma, Gronroos, Eva, Galvez-Cancino, Felip, Athanasopoulou, Foteini, Gimeno-Valiente, Francisco, Kassiotis, George, Stavrou, Georgia, Mastrokalos, Gerasimos, Zhai, Haoran L, Lowe, Helen L, Matos, Ignacio, Goldman, Jacki, Reading, James L, Rane, Jayant K, Lam, Jie Min, Hartley, John A, Enfield, Katey SS, Selvaraju, Kayalvizhi, Litchfield, Kevin, Ng, Kevin W, Chen, Kezhong, Dijkstra, Krijn, Thakkar, Krupa, Ensell, Leah, Shah, Mansi, Vasquez, Marcos, Litovchenko, Maria, Werner Sunderland, Mariana, Leung, Michelle, Escudero, Mickael, Tanic, Miljana, Sivakumar, Monica, Kanu, Nnennaya, Chervova, Olga, Lucas, Olivia, Al-Sawaf, Othman, Hobson, Philip, Pawlik, Piotr, Stone, Richard Kevin, Hynds, Robert E, Vendramin, Roberto, Saghafinia, Sadegh, Lopez, Saioa, Gamble, Samuel, Ung, Seng Kuong Anakin, Vanloo, Sharon, Boeing, Stefan, Beck, Stephan, Bola, Supreet Kaur, Denner, Tamara, Mourikis, Thanos P, Spanswick, Victoria, Barbe, Vittorio, Lu, Wei-Ting, Hill, William, Wu, Yin, Naito, Yutaka, Ramsden, Zoe, Veiga, Catarina, Royle, Gary, Collins-Fekete, Charles-Antoine, Fraioli, Francesco, Ashford, Paul, Clark, Tristan, Borg, Elaine, Wilson, James, Procter, Alexander James, Ahmed, Asia, Taylor, Magali N, Nair, Arjun, Patrini, Davide, Martinoni Hoogenboom, Emilie, Monk, Fleur, Holding, James W, Choudhary, Junaid, Bhakhri, Kunal, Scarci, Marco, Hayward, Martin, Panagiotopoulos, Nikolaos, Gorman, Pat, Khiroya, Reena, Stephens, Robert CM, Wong, Yien Ning Sophia, Bandula, Steve, Sharp, Abigail, Smith, Sean, Gower, Nicole, Dhanda, Harjot Kaur, Chan, Kitty, Pilotti, Camilla, Leslie, Rachel, Grapa, Anca, Zhang, Hanyun, AbdulJabbar, Khalid, Pan, Xiaoxi, Yuan, Yinyin, Chuter, David, MacKenzie, Mairead, Chee, Serena, Alzetani, Aiman, Scarlett, Lydia, Richards, Jennifer, Ingram, Papawadee, Austin, Silvia, De Sousa, Paulo, Jordan, Simon, Rice, Alexandra, Raubenheimer, Hilgardt, Bhayani, Harshil, Ambrose, Lyn, Devaraj, Anand, Chavan, Hema, Begum, Sofina, Buderi, Silviu, Kaniu, Daniel, Malima, Mpho, Booth, Sarah, Fernandes, Nadia, Shah, Pratibha, Proli, Chiara, Danson, Sarah, Robinson, Lily, Dick, Craig, Kirk, Alan, Asif, Mo, Bilancia, Rocco, Kostoulas, Nikos, and Thomas, Mathew
Subjects: Lung Neoplasms, Treatment Outcome, DNA Copy Number Variations, Mutagenesis, Carcinoma, Non-Small-Cell Lung, Mutation, Smoking, Humans, Adenocarcinoma of Lung, Neoplasm Recurrence, Local, Phylogeny
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. ispartof: NATURE vol:616 issue:7957 ispartof: location:England status: Published online
Published: 2023

25. Evolutionary characterization of lung adenocarcinoma morphology in TRACERx

Author: Karasaki, Takahiro, Moore, David A, Veeriah, Selvaraju, Naceur-Lombardelli, Cristina, Toncheva, Antonia, Magno, Neil, Ward, Sophia, Al Bakir, Maise, Watkins, Thomas BK, Grigoriadis, Kristiana, Huebner, Ariana, Hill, Mark S, Frankell, Alexander M, Abbosh, Christopher, Puttick, Clare, Zhai, Haoran, Gimeno-Valiente, Francisco, Saghafinia, Sadegh, Kanu, Nnennaya, Dietzen, Michelle, Pich, Oriol, Lim, Emilia L, Martinez-Ruiz, Carlos, Black, James RM, Biswas, Dhruva, Campbell, Brittany B, Lee, Claudia, Colliver, Emma, Enfield, Katey SS, Hessey, Sonya, Hiley, Crispin T, Zaccaria, Simone, Litchfield, Kevin, Birkbak, Nicolai J, Cadieux, Elizabeth Larose, Demeulemeester, Jonas, Van Loo, Peter, Adusumilli, Prasad R, Tan, Kay See, Cheema, Waseem, Sanchez-Vega, Francisco, Jones, David R, Rekhtman, Natasha, Travis, William D, Hackshaw, Allan, Marafioti, Teresa, Salgado, Roberto, Le Quesne, John, Nicholson, Andrew G, McGranahan, Nicholas, Swanton, Charles, Jamal-Hanjani, Mariam, Lester, Jason F, Bajaj, Amrita, Nakas, Apostolos, Sodha-Ramdeen, Azmina, Ang, Keng, Tufail, Mohamad, Chowdhry, Mohammed Fiyaz, Scotland, Molly, Boyles, Rebecca, Rathinam, Sridhar, Wilson, Claire, Marrone, Domenic, Dulloo, Sean, Fennell, Dean A, Matharu, Gurdeep, Shaw, Jacqui A, Riley, Joan, Primrose, Lindsay, Boleti, Ekaterini, Cheyne, Heather, Khalil, Mohammed, Richardson, Shirley, Cruickshank, Tracey, Price, Gillian, Kerr, Keith M, Benafif, Sarah, Gilbert, Kayleigh, Naidu, Babu, Patel, Akshay J, Osman, Aya, Lacson, Christer, Langman, Gerald, Shackleford, Helen, Djearaman, Madava, Kadiri, Salma, Middleton, Gary, Leek, Angela, Hodgkinson, Jack Davies, Totten, Nicola, Montero, Angeles, Smith, Elaine, Fontaine, Eustace, Granato, Felice, Doran, Helen, Novasio, Juliette, Rammohan, Kendadai, Joseph, Leena, Bishop, Paul, Shah, Rajesh, Moss, Stuart, Joshi, Vijay, Crosbie, Philip, Gomes, Fabio, Brown, Kate, Carter, Mathew, Chaturvedi, Anshuman, Priest, Lynsey, Oliveira, Pedro, Lindsay, Colin R, Blackhall, Fiona H, Krebs, Matthew G, Summers, Yvonne, Clipson, Alexandra, Tugwood, Jonathan, Kerr, Alastair, Rothwell, Dominic G, Kilgour, Elaine, Dive, Caroline, Aerts, Hugo JWL, Schwarz, Roland F, Kaufmann, Tom L, Wilson, Gareth A, Rosenthal, Rachel, Szallasi, Zoltan, Kisistok, Judit, Sokac, Mateo, Diossy, Miklos, Bunkum, Abigail, Stewart, Aengus, Magness, Alastair, Rowan, Andrew, Karamani, Angeliki, Chain, Benny, Castignani, Carla, Bailey, Chris, Weeden, Clare E, Richard, Corentin, Pearce, David R, Karagianni, Despoina, Levi, Dina, Hoxha, Elena, Nye, Emma, Gronroos, Eva, Galvez-Cancino, Felip, Athanasopoulou, Foteini, Kassiotis, George, Stavrou, Georgia, Mastrokalos, Gerasimos, Lowe, Helen L, Matos, Ignacio Garcia, Goldman, Jacki, Reading, James L, Herrero, Javier, Rane, Jayant K, Nicod, Jerome, Lam, Jie Min, Hartley, John A, Peggs, Karl S, Selvaraju, Kayalvizhi, Thol, Kerstin, Ng, Kevin W, Chen, Kezhong, Dijkstra, Krijn, Thakkar, Krupa, Ensell, Leah, Shah, Mansi, Duran, Marcos Vasquez, Litovchenko, Maria, Sunderland, Mariana Werner, Leung, Michelle, Escudero, Mickael, Angelova, Mihaela, Tanic, Miljana, Sivakumar, Monica, Chervova, Olga, Lucas, Olivia, Al-Sawaf, Othman, Prymas, Paulina, Hobson, Philip, Pawlik, Piotr, Stone, Richard Kevin, Bentham, Robert, Hynds, Robert E, Vendramin, Roberto, Lopez, Saioa, Gamble, Samuel, Ung, Seng Kuong Anakin, Quezada, Sergio A, Vanloo, Sharon, Boeing, Stefan, Beck, Stephan, Bola, Supreet Kaur, Denner, Tamara, Mourikis, Thanos P, Spanswick, Victoria, Barbe, Vittorio, Lu, Wei-Ting, Hill, William, Liu, Wing Kin, Wu, Yin, Naito, Yutaka, Ramsden, Zoe, Veiga, Catarina, Royle, Gary, Collins-Fekete, Charles-Antoine, Fraioli, Francesco, Ashford, Paul, Clark, Tristan, Forster, Martin D, Lee, Siow Ming, Borg, Elaine, Falzon, Mary, Papadatos-Pastos, Dionysis, Wilson, James, Ahmad, Tanya, Procter, Alexander James, Ahmed, Asia, Taylor, Magali N, Nair, Arjun, Lawrence, David, Patrini, Davide, Navani, Neal, Thakrar, Ricky M, Janes, Sam M, Hoogenboom, Emilie Martinoni, Monk, Fleur, Holding, James W, Choudhary, Junaid, Bhakhri, Kunal, Scarci, Marco, Hayward, Martin, Panagiotopoulos, Nikolaos, Gorman, Pat, Khiroya, Reena, Stephens, Robert CM, Wong, Yien Ning Sophia, Bandula, Steve, Sharp, Abigail, Smith, Sean, Gower, Nicole, Dhanda, Harjot Kaur, Chan, Kitty, Pilotti, Camilla, Leslie, Rachel, Grapa, Anca, Zhang, Hanyun, AbdulJabbar, Khalid, Pan, Xiaoxi, Yuan, Yinyin, Chuter, David, MacKenzie, Mairead, Chee, Serena, Alzetani, Aiman, Cave, Judith, Scarlett, Lydia, Richards, Jennifer, Ingram, Papawadee, Austin, Silvia, Lim, Eric, De Sousa, Paulo, Jordan, Simon, Rice, Alexandra, Raubenheimer, Hilgardt, Bhayani, Harshil, Ambrose, Lyn, Devaraj, Anand, Chavan, Hema, Begum, Sofina, Buderi, Silviu, Kaniu, Daniel, Malima, Mpho, Booth, Sarah, Fernandes, Nadia, Shah, Pratibha, Proli, Chiara, Hewish, Madeleine, Danson, Sarah, Shackcloth, Michael J, Robinson, Lily, Russell, Peter, Blyth, Kevin G, Dick, Craig, Kirk, Alan, Asif, Mo, Bilancia, Rocco, Kostoulas, Nikos, and Thomas, Mathew
Subjects: TRACERx Consortium
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. ispartof: NATURE MEDICINE vol:29 issue:4 ispartof: location:United States status: Published online
Published: 2023

26. 11P Reconstructing tumour evolution of single cells using both somatic mutations and copy-number alterations

Author: Zaidi, R., Ward, S., Bunkum, A., Lucas, O.J., Hill, M., Marinelli, D., Lombardelli, C., Swanton, C., Jamal-Hanjani, M., and Zaccaria, S.
Published: 2023
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27. 1O SPICE: Probabilistic reconstruction of copy-number evolution in metastatic cancers

Author: Bunkum, A., Swanton, C., Jamal-Hanjani, M., and Zaccaria, S.
Published: 2023
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28. CONIPHER: a computational framework for scalable phylogenetic reconstruction with error correction

Author: Kristiana Grigoriadis, Ariana Huebner, Abigail Bunkum, Emma Colliver, Alexander M. Frankell, Mark S. Hill, Nicolai J. Birkbak, Charles Swanton, Simone Zaccaria, and Nicholas McGranahan
Abstract: Intra-tumour heterogeneity provides the fuel for the evolution and selection of subclonal tumour cell populations. However, accurate inference of tumour subclonal architecture and reconstruction of tumour evolutionary history from bulk DNA sequencing data remains challenging. Sequencing and alignment artefacts cannot be distinguished from real cancer somatic mutations and errors in the identification of copy number alterations or complex evolutionary events (e.g. mutation losses) affect the estimated cellular prevalence of mutations, leading to errors in mutation clustering and phylogenetic reconstructions. In this paper we present a new computational framework, CONIPHER (COrrecting Noise In PHylogenetic Evaluation and Reconstruction), that accurately infers subclonal structure and phylogenetic relationships from multi-sample tumour sequencing, accounting for both copy number alterations and mutation errors. CONIPHER outperforms similar methods on simulated datasets, and in particular scales to a large number of tumour samples and clones. As such, CONIPHER enables automated phylogenetic analysis which can be effectively applied to large sequencing datasets generated with different technologies.
Published: 2023

29. Bacterial Colonies on Agar Plate Counting Using Image Processing

Author: Bunkum, Manao, primary and Visitsattapongse, Sarinporn, additional
Published: 2022
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30. Abstract 2037: Tracking the emergence of immunotherapy resistance in lung cancer metastases

Author: Sonya Hessey, Ariana Huebner, Oriol Pich, Abi Bunkum, Wing Liu, David A. Moore, Cristina Naceur-Lombardelli, Selvaraju Veeriah, Sophie Ward, Roberto Salgado, Nicholas McGranahan, Simone Zaccaria, Charles Swanton, and Mariam Jamal-Hanjani
Subjects: Cancer Research, Oncology
Abstract: Metastatic non-small cell lung cancer (NSCLC) results from a complex evolutionary process in which cancer cells migrate from a primary tumour to a new anatomical site. Immunotherapy is frequently used to treat NSCLC, but drug resistance is frequent (>50%) and metastasis remains the most common cause of death. Recent studies of primary and metastatic tumours suggest that anti-cancer treatments can impact cancer evolutionary dynamics by applying selective pressures that promote the development of treatment resistance in genetically distinct subpopulations of cancer cells, or tumour clones. However, the relationship between metastatic progression and the development of resistance to immunotherapy has not been fully explored. In particular, whether metastases become resistant to immunotherapy as a result of the migration of resistant cells or whether distinct metastatic sites converge in parallel toward an immunotherapy resistance phenotype irrespective of cell migration, is not known. In this work, we investigate the role of metastatic cell migration in the development of immunotherapy resistance using DNA sequencing data from primary and metastatic tumour samples from twelve immunotherapy-treated patients with NSCLC co-recruited to the national TRACERx and PEACE studies. Using computational approaches, we identified distinct tumour clones in primary and metastatic tumours and used these to reconstruct tumour phylogenies for each patient. By evaluating tumour clonal dynamics in relation to treatment, we classified tumour clones as either sensitive or resistant to immunotherapy. We reconstructed the metastatic migration histories of these clones using existing computational methods based on somatic single nucleotide variants. Our results suggest that heterogeneous mechanisms of immune evasion develop in parallel at distinct metastatic sites. The ongoing analysis of the genetic changes that distinguish resistant from sensitive clones, and migrating from non-migrating clones, will provide further detail regarding the impact of metastatic migrations on immunotherapy resistance. Using this approach to map the evolutionary history of metastatic NSCLC, we provide insight into the mechanism by which immunotherapy resistance develops at distinct metastatic sites. Citation Format: Sonya Hessey, Ariana Huebner, Oriol Pich, Abi Bunkum, Wing Liu, David A. Moore, Cristina Naceur-Lombardelli, Selvaraju Veeriah, Sophie Ward, Roberto Salgado, Nicholas McGranahan, Simone Zaccaria, Charles Swanton, Mariam Jamal-Hanjani. Tracking the emergence of immunotherapy resistance in lung cancer metastases [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2023; Part 1 (Regular and Invited Abstracts); 2023 Apr 14-19; Orlando, FL. Philadelphia (PA): AACR; Cancer Res 2023;83(7_Suppl):Abstract nr 2037.
Published: 2023

31. Discrimination Colonies of Staphylococcus aureus and Salmonella enterica by Using Machine Learning

Author: Manao Bunkum and Sarinporn Visitsattapongse
Subjects: biology, Salmonella enterica, Staphylococcus aureus, medicine, General Medicine, General Pharmacology, Toxicology and Pharmaceutics, biology.organism_classification, medicine.disease_cause, General Biochemistry, Genetics and Molecular Biology, Microbiology
Published: 2021

32. Targeting phenotypic plasticity prevents metastasis and the development of chemotherapy-resistant disease

Author: Beatriz P San Juan, Soroor Hediyeh-Zadeh, Laura Rangel, Heloisa H Milioli, Vanina Rodriguez, Abigail Bunkum, Felix V Kohane, Carley A Purcell, Dharmesh D Bhuva, Anie Kurumlian, Lesley Castillo, Elgene Lim, Anthony J Gill, Vinod Ganju, Rachel Dear, Sandra O’Toole, A. Cristina Vargas, Theresa E Hickey, Leonard D Goldstein, John G Lock, Melissa J Davis, and Christine L Chaffer
Abstract: Cancer cells invoke phenotypic plasticity programs to drive disease progression and evade chemotherapeutic insults, yet until now there have been no validated clinical therapies targeting this process. Here, we identify a phenotypic plasticity signature associated with poor survival in basal/triple-negative breast cancer, in which androgen signalling is prominent. We establish that anti-androgen therapies block cancer stem cell function and prevent chemotherapy-induced emergence of new cancer stem cells. In particular, the anti-androgen agent seviteronel synergizes with chemotherapy to improve chemotherapeutic inhibition of primary and metastatic tumour growth and prevent the emergence of chemotherapy-resistant disease. We validate cytoplasmic AR expression as a clinical phenotypic plasticity biomarker that predicts poor survival and poor response to chemotherapy, and positive response to seviteronel plus chemotherapy. This new targeted combination therapy validates modulating phenotypic plasticity as an effective strategy to prevent and treat chemotherapy-resistant cancers with transformative clinical potential.STATEMENT OF SIGNIFICANCEThere are currently no curative therapies for patients with chemotherapy-resistant cancer. We demonstrate that modulating phenotypic plasticity prevents the emergence of chemotherapy-resistant disease in triple-negative breast cancer. This represents the first known validated clinical therapy leveraging phenotypic plasticity. Moreover, we identify a highly effective anti-androgen drug and a biomarker to select and treat patients best-suited to this new therapy. A clinical trial is underway (NCT04947189).SUMMARY SENTENCEBlocking phenotypic plasticity is an effective targeted therapeutic strategy to treat cance
Published: 2022

33. Targeting phenotypic plasticity prevents metastasis and the development of chemotherapy-resistant disease

Author: Perez San Juan, Beatriz, primary, Hediyeh-zadeh, Soroor, additional, Rangel, Laura, additional, Millioli, Heloisa Helena, additional, Bhuva, Dharmesh, additional, Rodriguez, Vanina, additional, Bunkum, Abigail, additional, Kohane, Felix, additional, Purcell, Carley, additional, Kurumlian, Anie, additional, Castillo, Lesley, additional, Lim, Elgene, additional, Gill, Anthny J, additional, Ganju, Vinod, additional, Dear, Rachael, additional, O'Toole, Sandra, additional, Vargas, Cristina, additional, Hickey, Theresa E, additional, Goldstain, Leonard D, additional, Lock, John G, additional, Davis, Melissa J, additional, and Chaffer, Christine L, additional
Published: 2022
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34. Allele-informed copy number evaluation of plasma DNA samples from metastatic prostate cancer patients: the PCF_SELECT consortium assay

Author: Orlando, Francesco, Romanel, Alessandro, Trujillo, Blanca, Sigouros, Michael, Wetterskog, Daniel, Quaini, Orsetta, Leone, Gianmarco, Xiang, Jenny Z, Wingate, Anna, Tagawa, Scott, Jayaram, Anuradha, Linch, Mark, Swanton, Charles, Jamal-Hanjani, Mariam, Abbosh, Chris, Zaccaria, Simone, Hessey, Sonya, Shiu, Kai-Keen, Bridgewater, John, Hochhauser, Daniel, Forster, Martin, Lee, Siow-Ming, Ahmad, Tanya, Papadatos-Pastos, Dionysis, Janes, Sam, Van Loo, Peter, Enfield, Katey, McGranahan, Nicholas, Huebner, Ariana, Quezada, Sergio, Beck, Stephan, Parker, Peter, Enver, Tariq, Hynds, Robert E, Dijkstra, Krijn, Pearce, David R, Falzon, Mary, Proctor, Ian, Sinclair, Ron, Lok, Chi-wah, Rhodes, Zoe, Moore, David, Marafioti, Teresa, Mitchison, Miriam, Ellery, Peter, Sivakumar, Monica, Brandner, Sebastian, Rowan, Andrew, Hiley, Crispin, Veeriah, Selvaraju, Shaw, Heather, Attard, Gert, Naceur-Lombardelli, Cristina, Toncheva, Antonia, Prymas, Paulina, Watkins, Tom, Bailey, Chris, Ruiz, Carlos Martinez, Litchfield, Kevin, Al-Bakir, Maise, Kanu, Nnenna, Ward, Sophie, Lim, Emilia, Reading, James, Chain, Benny, Alba, Blanca Trujillo, Akay, Melek, Flanagan, Adrienne, Biswas, Dhruva, Pich, Oriol, Dietzen, Michelle, Puttick, Clare, Colliver, Emma, Magness, Alistair, Angelova, Mihaela, Black, James, Lucas, Olivia, Hill, William, Liu, Wing-Kin, Frankell, Alexander, Magno, Neil, Athanasopoulou, Foteini, Wilson, Gareth, Rosenthal, Rachel, Salgado, Roberto, Lee, Claudia, Grigoriadis, Kristiana, Al-Sawaf, Othman, Karasaki, Takahiro, Bunkum, Abigail, Noorani, Imran, Benafif, Sarah, Barbe, Vittorio, Bola, Supreet, Vainauskas, Osvaldas, Hasan, Mahedi, Lise, Stefano, Leone, GianMarco, Alifrangis, Constantine, McGovern, Ursula, Thol, Kerstin, Gamble, Samuel, Ung, Seng Kuong, Sahwangarrom, Teerapon, Marin, Claudia Peinador, Wong, Sophia, Pawlik, Piotr, Gishen, Faye, Tookman, Adrian, Stone, Paddy, Stirling, Caroline, Turajlic, Samra, Larkin, James, Pickering, Lisa, Furness, Andrew, Young, Kate, Drake, Will, Edmonds, Kim, Hunter, Nikki, Mangwende, Mary, Pearce, Karla, Grostate, Lauren, Au, Lewis, Spain, Lavinia, Shepherd, Scott, Yan, Haixi, Shum, Ben, Tippu, Zayd, Hanley, Brian, Spencer, Charlotte, Emmerich, Max, Gerard, Camille, Schmitt, Andreas Michael, Del Rosario, Lyra, Carlyle, Eleanor, Lewis, Charlotte, Holt, Lucy, Lucanas, Analyn, O'Flaherty, Molly, Hazell, Steve, Mudhar, Hardeep, Messiou, Christina, Latifoltojar, Arash, Fendler, Annika, Byrne, Fiona, Pallinkonda, Husayn, Lobon, Irene, Coulton, Alex, Cattin, Anne Laure, Deng, Daqi, Feng, Geoffrey Hugang, Rowan, Andew, Yousaf, Nadia, Popat, Sanjay, Curtis, Olivia, Milner-Watts, Charlotte, Stamp, Gordon, Nye, Emma, Murra, Aida, Korteweg, Justine, Kelly, Denise, Terry, Lauren, Biano, Jennifer, Peat, Kema, Kelly, Kayleigh, Hill, Peter, Josephs, Debra, Irshad, Sheeba, Chandra, Ashish, Spicer, James, Mahadeva, Ula, Green, Anna, Stewart, Ruby, Iredale, Lara-Rose, Mackay, Tina, Deakin, Ben, Enting, Debra, Rudman, Sarah, Ghosh, Sharmistha, Karapagniotou, Lena, Pintus, Elias, Tutt, Andrew, Howlett, Sarah, Michalarea, Vasiliki, Brenton, James, Caldas, Carlos, Fitzgerald, Rebecca, Jimenez-Linan, Merche, Provenzano, Elena, Cluroe, Alison, Paterson, Anna, Aitken, Sarah, Allinson, Kieren, Stewart, Grant, McDermott, Ultan, Beddowes, Emma, Maughan, Tim, Ansorge, Olaf, Campbell, Peter, Roxburgh, Patricia, Fraser, Sioban, Kidd, Andrew, Blyth, Kevin, Le Quesne, John, Krebs, Matthew, Blackhall, Fiona, Summers, Yvonne, Oliveira, Pedro, Ortega-Franco, Ana, Dive, Caroline, Gomes, Fabio, Carter, Mat, Dransfield, Jo, Thomas, Anne, Fennell, Dean, Shaw, Jacqui, Naidu, Babu, Baijal, Shobhit, Tanchel, Bruce, Langman, Gerald, Robinson, Andrew, Collard, Martin, Cockcroft, Peter, Ferris, Charlotte, Bancroft, Hollie, Kerr, Amy, Middleton, Gary, Webb, Joanne, Kadiri, Salma, Colloby, Peter, Olisemeke, Bernard, Wilson, Rodelaine, Tomlinson, Ian, McNeish, Iain, Jogai, Sanjay, Holden, Samantha, Fernandes, Tania, Hampton, Blanche, McKenzie, Mairead, Hackshaw, Allan, Sharp, Abby, Chan, Kitty, Farrelly, Laura, Bridger, Hayley, Leslie, Rachel, Consortium, PEACE, Rubin, Mark A, Wyatt, Alexander W, Beltran, Himisha, Attard, Gerhardt, and Demichelis, Francesca
Subjects: Chemical Biology & High Throughput, Signalling & Oncogenes, Human Biology & Physiology, Ecology,Evolution & Ethology, Genome Integrity & Repair, Tumour Biology, Genetics & Genomics, Computational & Systems Biology
Abstract: Sequencing of cell-free DNA (cfDNA) in cancer patients’ plasma offers a minimally-invasive solution to detect tumor cell genomic alterations to aid real-time clinical decision-making. The reliability of copy number detection decreases at lower cfDNA tumor fractions, limiting utility at earlier stages of the disease. To test a novel strategy for detection of allelic imbalance, we developed a prostate cancer bespoke assay, PCF_SELECT, that includes an innovative sequencing panel covering ∼25 000 high minor allele frequency SNPs and tailored analytical solutions to enable allele-informed evaluation. First, we assessed it on plasma samples from 50 advanced prostate cancer patients. We then confirmed improved detection of genomic alterations in samples with
Published: 2022
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35. Prototype of Wearable Device for Blood Pressure using Pulse Transit Time

Author: Manao Bunkum, Nutthanan Wanluk, and Sarinporn Visitsattapongse
Published: 2021

36. Prototype of Wearable Device for Blood Pressure using Pulse Transit Time

Author: Bunkum, Manao, primary, Wanluk, Nutthanan, additional, and Visitsattapongse, Sarinporn, additional
Published: 2021
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37. 1323MO Immune evasion across space and time in patients with lung cancer enrolled in the PEACE autopsy study

Author: Hessey, S., Liu, W.K., Pich, O., Huebner, A., Bunkum, A., Richard, C., Puttick, C., Lombardelli, C., Moore, D., McGranahan, N., Zaccaria, S., Hiley, C., Swanton, C., and Jamal-Hanjani, M.
Published: 2023
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38. Tele-Operation of Robotic Arm

Author: Sarinporn Visitsattapongse, Phakjira Vachirasakulchai, Ramita Tommajaree, Manao Bunkum, and Jindapa Nampeng
Subjects: Software, business.industry, Computer science, Human–computer interaction, Controller (computing), Joystick, Control (management), Code (cryptography), Robot, The Internet, business, Robotic arm
Abstract: This research is for facilitate the healthcare worker to approach patient that located in distant areas via internet. Also, patient need not to get to the city to see a doctor. Hence, this research will reduce time and cost of traveling. This research is to create tele-control robot arm, use in the operating room, which is controlled by joystick from anywhere. It is separated into 2 parts that is hardware part to design and print 3D robot arm and joystick and software part, which is code to control robot arm also send controlling data via internet. Furthermore, this project will send real-time video from robot arm to controller side. The data is sent between robot arm and joystick by nodeMCU or in this project use two ESP32, one will receive data from joystick and send the data to another for control robot arm. In the section of sending real-time video, this project use Raspberry pi as a device for sending.
Published: 2019

39. Indirect Measure Voltage and Exposure Time Device for Medical X-ray

Author: Manao Bunkum, Sarinporn Visitsattapongse, and Chuchart Pintavirooj
Subjects: Computer science, Noise (signal processing), business.industry, High voltage, Signal, Photodiode, law.invention, Microcontroller, Optics, law, Waveform, business, Energy (signal processing), Voltage
Abstract: X-ray machine is used to create an image of diagnosing or treatment by using X-ray beam. X-ray beams are harmful to the body’s cells when the radiation dose is high enough. Therefore, the X-ray machine must always be calibrated or test to ensure that the X-ray machine is accurate to keep users safe. In this research presents the design and construction of x-ray testing device. It will focus on measuring the two main parameters of the x-ray machine. Measurement of exposure time (x-ray emission time) and measurements of peak kilovoltage from the x-ray tube. This device has 2 parts, hardware and software. The hardware is the circuit consist of intensifying screen for a radiation receiver and converted energy from x-ray into light energy. The wavelength of the light emitted is in the range of 500–600 nm, then use a circuit of photodiode. It is a semiconductor device that converts light into an electric current. The electric current is a full-wave rectification waveform corresponding to the 100 Hz high voltage supply of the x-ray tube. Take the signal from the electric current to filter circuit for reducing noise. And then take the signal to the microcontroller (Arduino). Arduino is used for taking the signal to process in Visual Studio program to measure exposure time and peak kilovoltage of x-ray, which can be measured and processed immediately. The waveform is digitized, and peak detected with Arduino. The number of peaks is then converted to exposure time, i.e. one peak corresponds to 10 milliseconds. The result, exposure time and peak kilovoltage of x-ray, will show on window form application in Visual Studio program.
Published: 2018

40. Prototype Modeling of Bed for Bedridden Patients

Author: Parkbhum Reanaree, Sarinporn Visitsattapongse, Nutthanan Wanluk, and Manao Bunkum
Subjects: 0209 industrial biotechnology, Remote patient monitoring, business.industry, Pressure sores, Heart rate monitor, 02 engineering and technology, medicine.disease, Impaired mobility, Medical services, 020901 industrial engineering & automation, Long period, Medicine, Medical emergency, business, Lying
Abstract: One of the most common health risks for bedridden patient is a pressure sore or decubitus ulcers. Pressure sore developed in people who are not able to move or lying in the same position for a long period of time. To solve this problem, a caregiver must change the patient’s position every two hours if possible. In addition, the caregiver already has many kinds of care work to assist the patient such as changing clothes, administering medicine, daily health checking etc. This paper presented a design model of the bed used for bedridden patients, including paralysis, individuals with impaired mobility, and the elderly. The bed consists of an automatic bed lift control system and a patient monitoring system. The bed can change the patient’s position in left or right tilt by lifting the left or right side of the bed up automatically. The system came with a graphic user interface to communicate with the caregiver or physician. The patient monitoring system including, the heart rate monitor, the body temperature monitor and the blood pressure monitor which are then sent to a home or hospital server. All data can then be remotely monitored by caretaker or physician. The proposed of the bed is designed to better assist the daily life of bedridden patients and caregivers.
Published: 2018

41. Tele-Operation of Robotic Arm

Author: Bunkum, Manao, primary, Vachirasakulchai, Phakjira, additional, Nampeng, Jindapa, additional, Tommajaree, Ramita, additional, and Visitsattapongse, Sarinporn, additional
Published: 2019
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42. Indirect Measure Voltage and Exposure Time Device for Medical X-ray

Author: Bunkum, Manao, primary, Pintavirooj, C., additional, and Visitsattapongse, Sarinporn, additional
Published: 2018
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43. Prototype Modeling of Bed for Bedridden Patients

Author: Bunkum, Manao, primary, Reanaree, Parkbhum, additional, Wanluk, Nutthanan, additional, and Visitsattapongse, Sarinporn, additional
Published: 2018
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44. Thomas Kuhn, Paradigm revolution possibilities, and Frausein: Patriarchy seen yet unseen

Author: Prof. Barry Fraser, Bunkum, Susan Maree, Prof. Barry Fraser, and Bunkum, Susan Maree
Abstract: Engaging the power inherent in ethnography and autoethnography, this thesis explores patriarchy as a phenomenon that has shaped the lives and experiences of women in the past, and in the present. In particular, it examines the impact of patriarchy on education as that institution which facilitates social and cultural reproduction. It wields a challenge to contemporary men and women to enter dialogue towards reaching the full and equal humanity of all.
Published: 2016

45. CORRESPONDENCE EXTRAORDINARY.

Author: FOUR-CENT-MAN. and BUNKUM, P. T.
Published: 1850

46. Great and growing Influence of Yankee Doodle.

Author: BUNKUM, T. P.
Published: 1850

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