Clonal evolution in relapsed acute myeloid leukaemia revealed by whole-genome sequencing
Open accessAbstract
The sequencing of AML genomes of eight patients before and after relapse reveals two major patterns of clonal evolution, with chemotherapy appearing to have a role in both patterns. Many patients with acute myeloid leukaemia (AML) achieve remission, but it is often short-lived and the returned disease is usually refractory to therapy. Genome sequencing of eight patients with AML before and after relapse reveals two major patterns of tumour cell evolution. The founding clone survives chemotherapy in all patients, and, in one clonal pattern, it acquires new mutations and expands at relapse. In the other, a subclone surviving from the original tumour expands and then acquires new mutations. Comparisons of relapse-specific and primary tumour mutations point to an increase in transversions, implying DNA damage caused by cytotoxic chemotherapy. This work demonstrates that the AML genome in an individual patient presents a moving target, and highlights the importance of striving to eradicate both the founding clone and all of its subclones. Most patients with acute myeloid leukaemia (AML) die from progressive disease after relapse, which is associated with clonal evolution at the cytogenetic level1,2 . To determine the mutational spectrum associated with relapse, we sequenced the primary tumour and relapse genomes from eight AML patients, and validated hundreds of somatic mutations using deep sequencing; this allowed us to define clonality and clonal evolution patterns precisely at relapse. In addition to discovering novel, recurrently mutated genes (for example, WAC, SMC3, DIS3, DDX41 and DAXX) in AML, we also found two major clonal evolution patterns during AML relapse: (1) the founding clone in the primary tumour gained mutations and evolved into the relapse clone, or (2) a subclone of the founding clone survived initial therapy, gained additional mutations and expanded at relapse. In all cases, chemotherapy failed to eradicate the founding clone. The comparison of relapse-specific versus primary tumour mutations in all eight cases revealed an increase in transversions, probably due to DNA damage caused by cytotoxic chemotherapy. These data demonstrate that AML relapse is associated with the addition of new mutations and clonal evolution, which is shaped, in part, by the chemotherapy that the patients receive to establish and maintain remissions.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Several recent studies have shown a similar spectrum of genetic alterations to those observed here during the somatic evolution of cancers in patients undergoing chemotherapy or treated with specific inhibitors.
“Indeed, several recent studies have shown a similar spectrum of genetic alterations to those observed here during the somatic evolution of cancers in patients undergoing chemotherapy (Podlaha et al., 2012; Landau et al., 2013) or treated with specific inhibitors (Ding et al., 2012) to those observed here.”
From The evolution of drug resistance in clinical isolates of Candida albicans. (2015) · cites this paper as Ding et al., 2012
The clonal architecture of de novo AML is dynamic, with certain (often minor) subclones becoming dominant at relapse following chemotherapy.
“For example, the clonal architecture of de novo AML is dynamic, with certain (often minor) subclones becoming dominant at relapse following chemotherapy 9.”
From Role of TP53 mutations in the origin and evolution of therapy-related acute myeloid leukaemia (2015) · cites this paper as [9]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
The Sequence Alignment/Map format and SAMtools
Li, H., Handsaker, B., Wysoker, A., Fennell, T., Ruan, J., Homer, N., Marth, G., Abecasis, G., Durbin, R., & 1000 Genome Project Data Processing Subgroup (2009) · Bioinformatics · doi:10.1093/bioinformatics/btp352 · Cited by 62,041 · see citing works
Somatic mutations affect key pathways in lung adenocarcinoma
Ding, L., Getz, G., Wheeler, D. A., Mardis, E. R., McLellan, M. D., Cibulskis, K., Sougnez, C., Greulich, H., Muzny, D. M., Morgan, M. B., et al. (2008) · Nature · doi:10.1038/nature07423 · Cited by 2,681 · see citing works
Self-citationTumour evolution inferred by single-cell sequencing
Navin, N., Kendall, J., Troge, J., Andrews, P., Rodgers, L., McIndoo, J., Cook, K., Stepansky, A., Levy, D., Esposito, D., et al. (2011) · Nature · doi:10.1038/nature09807 · Cited by 2,598 · see citing works
Distant metastasis occurs late during the genetic evolution of pancreatic cancer
Yachida, S., Jones, S., Bozic, I., Antal, T., Leary, R., Fu, B., Kamiyama, M., Hruban, R. H., Eshleman, J. R., Nowak, M. A., et al. (2010) · Nature · doi:10.1038/nature09515 · Cited by 2,502 · see citing works
Recurring mutations found by sequencing an acute myeloid leukemia genome
Mardis, E. R., Ding, L., Dooling, D. J., Larson, D. E., McLellan, M. D., Chen, K., Koboldt, D. C., Fulton, R. S., Delehaunty, K. D., McGrath, S. D., et al. (2009) · New England Journal of Medicine · doi:10.1056/nejmoa0903840 · Cited by 2,219 · see citing works
Ward, P. S., Patel, J., Wise, D. R., Abdel-Wahab, O., Bennett, B. D., Coller, H. A., Cross, J. R., Fantin, V. R., Hedvat, C. V., Perl, A. E., et al. (2010) · Cancer Cell · doi:10.1016/j.ccr.2010.01.020 · Cited by 2,020 · see citing works
<i>DNMT3A</i> Mutations in Acute Myeloid Leukemia
Ley, T. J., Ding, L., Walter, M. J., McLellan, M. D., Lamprecht, T., Larson, D. E., Kandoth, C., Payton, J. E., Baty, J., Welch, J., et al. (2010) · New England Journal of Medicine · doi:10.1056/nejmoa1005143 · Cited by 1,983 · see citing works
Cytoplasmic Nucleophosmin in Acute Myelogenous Leukemia with a Normal Karyotype
Falini, B., Mecucci, C., Tiacci, E., Alcalay, M., Rosati, R., Pasqualucci, L., La Starza, R., Diverio, D., Colombo, E., Santucci, A., et al. (2005) · New England Journal of Medicine · doi:10.1056/nejmoa041974 · Cited by 1,892 · see citing works
Whole-genome sequencing identifies recurrent mutations in chronic lymphocytic leukaemia
Puente, X. S., Pinyol, M., Quesada, V., Conde, L., Ordóñez, G. R., Villamor, N., Escaramís, G., Jares, P., Beà, S., González, M., et al. (2011) · Nature · doi:10.1038/nature10113 · Cited by 1,512 · see citing works
BreakDancer: an algorithm for high-resolution mapping of genomic structural variation
Chen, K., Wallis, J. W., McLellan, M. D., Larson, D. E., Kalicki, J. M., Pohl, C. S., McGrath, S. D., Wendl, M. C., Zhang, Q., Locke, D. P., et al. (2009) · Nature Methods · doi:10.1038/nmeth.1363 · Cited by 1,463 · see citing works
DNA sequencing of a cytogenetically normal acute myeloid leukaemia genome
Ley, T. J., Mardis, E. R., Ding, L., Fulton, B., McLellan, M. D., Chen, K., Dooling, D. J., Dunford-Shore, B. H., McGrath, S. D., Hickenbotham, M. T., et al. (2008) · Nature · doi:10.1038/nature07485 · Cited by 1,415 · see citing works
VarScan: variant detection in massively parallel sequencing of individual and pooled samples
Koboldt, D. C., Chen, K., Wylie, T., Larson, D. E., McLellan, M. D., Mardis, E. R., Weinstock, G. M., Wilson, R. K., & Ding, L. (2009) · Bioinformatics · doi:10.1093/bioinformatics/btp373 · Cited by 1,351 · see citing works
Internal tandem duplication of the flt3 gene found in acute myeloid leukemia.
Nakao, M., Yokota, S., Iwai, T., Kaneko, H., Horiike, S., Kashima, K., Sonoda, Y., Fujimoto, T., & Misawa, S. (1996) · PubMed · Cited by 1,162 · see citing works
Genome remodelling in a basal-like breast cancer metastasis and xenograft
Ding, L., Ellis, M. J., Li, S., Larson, D. E., Chen, K., Wallis, J. W., Harris, C. C., McLellan, M. D., Fulton, R. S., Fulton, L., et al. (2010) · Nature · doi:10.1038/nature08989 · Cited by 1,134 · see citing works
Mutational evolution in a lobular breast tumour profiled at single nucleotide resolution
Shah, S. P., Morin, R. D., Khattra, J. S., Prentice, L., Pugh, T. J., Burleigh, A., Delaney, A. D., Gelmon, K. A., Guliany, R., Senz, J., et al. (2009) · Nature · doi:10.1038/nature08489 · Cited by 1,063 · see citing works
Genomic Analysis of the Clonal Origins of Relapsed Acute Lymphoblastic Leukemia
Mullighan, C. G., Phillips, L. A., Su, X., Ma, J., Miller, C. B., Shurtleff, S. A., & Downing, J. R. (2008) · Science · doi:10.1126/science.1164266 · Cited by 806 · see citing works
Genetic variegation of clonal architecture and propagating cells in leukaemia
Anderson, K., Lutz, C., van Delft, F. W., Bateman, C. M., Guo, Y., Colman, S., Kempski, H. M., Moorman, A. V., Titley, I., Swansbury, J. G., et al. (2010) · Nature · doi:10.1038/nature09650 · Cited by 803 · see citing works
SomaticSniper: identification of somatic point mutations in whole genome sequencing data
Larson, D. E., Harris, C. C., Chen, K., Koboldt, D. C., Abbott, T. E., Dooling, D. J., Ley, T. J., Mardis, E. R., Wilson, R. K., & Ding, L. (2011) · Bioinformatics · doi:10.1093/bioinformatics/btr665 · Cited by 640 · see citing works
Loss of Mismatched HLA in Leukemia after Stem-Cell Transplantation
Vago, L., Perna, S. K., Zanussi, M., Mazzi, B. A., Barlassina, C., Stanghellini, M. T. L., Perrelli, N. F., Cosentino, C., Torri, F., Angius, A., et al. (2009) · New England Journal of Medicine · doi:10.1056/nejmoa0811036 · Cited by 532 · see citing works
Evolution of human BCR–ABL1 lymphoblastic leukaemia-initiating cells
Notta, F., Mullighan, C. G., Wang, J. C. Y., Poeppl, A. G., Doulatov, S. R., Phillips, L. A., Ma, J., Minden, M. D., Downing, J. R., & Dick, J. E. (2011) · Nature · doi:10.1038/nature09733 · Cited by 459 · see citing works
Genomic Analysis of the Clonal Origins of Relapsed Acute Lymphoblastic Leukemia
Mullighan, C. G., Phillips, L. A., Su, X., Ma, J., Miller, C. B., & Downing, J. R. (2008) · Blood · doi:10.1182/blood.v112.11.429.429 · Cited by 309 · see citing works
PHF6 mutations in adult acute myeloid leukemia
Vlierberghe, P. V., Patel, J. L., Abdel-Wahab, O. I., Lobry, C., Hedvat, C. V., Balbı́n, M., Nicolas, C., Páyer, Á. R., Fernandez, H. F., Tallman, M. S., et al. (2010) · Leukemia · doi:10.1038/leu.2010.247 · Cited by 171 · see citing works
Mutations in the Wilms' tumor gene WT1 in leukemias
King‐Underwood, L., Renshaw, J., & Pritchard‐Jones, K. (1996) · Blood · doi:10.1182/blood.v87.6.2171.bloodjournal8762171 · Cited by 169 · see citing works
Noguera, N. I., Ammatuna, E., Zangrilli, D., Lavorgna, S., Divona, M., Buccisano, F., Amadori, S., Mecucci, C., Falini, B., & Lo‐Coco, F. (2005) · Leukemia · doi:10.1038/sj.leu.2403846 · Cited by 132 · see citing works
Evolution of karyotypes in acute nonlymphocytic leukemia.
Testa, J. R., Mintz, U., Rowley, J. D., Vardiman, J. W., & Golomb, H. M. (1979) · PubMed · Cited by 115 · see citing works
Villalobos, I. B., Takahashi, Y., Akatsuka, Y., Muramatsu, H., Nishio, N., Hama, A., Yagasaki, H., Saji, H., Kato, M., Ogawa, S., et al. (2010) · Blood · doi:10.1182/blood-2009-11-254284 · Cited by 111 · see citing works
van Doorn-Khosrovani, S. B. V. W., Spensberger, D., de Knegt, Y., Tang, M., Löwenberg, B., & Delwel, R. (2005) · Oncogene · doi:10.1038/sj.onc.1208588 · Cited by 73 · see citing works
Gao, J., Erickson, P., Gardiner, K., Beau, M. M. L., Diaz, M., Patterson, D., Rowley, J. D., & Drabkin, H. (1991) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.88.11.4882 · Cited by 67 · see citing works
Cytogenetic studies of 103 patients with acute myelogenous leukemia in relapse
Garson, O. M., Hagemeijer, A., SAKURAI, M., Reeves, B. R., Swansbury, G. J., Williams, G. J., Alimena, G., Arthur, D., Berger, R., de la Chapelle, A., et al. (1989) · Cancer Genetics and Cytogenetics · doi:10.1016/0165-4608(89)90024-1 · Cited by 65 · see citing works
A novel RUNX1 mutation in familial platelet disorder with propensity to develop myeloid malignancies
Kirito, K., Sakoe, K., Shinoda, D., Takiyama, Y., Kaushansky, K., & Komatsu, N. (2007) · Haematologica · doi:10.3324/haematol.12050 · Cited by 35 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Signatures of mutational processes in human cancer
Initiative, A. P. C. G., Alexandrov, L. B., ICGC Breast Cancer Consortium, ICGC MMML-Seq Consortium, PedBrain, I., Nik-Zainal, S., Wedge, D. C., Aparicio, S. A. J. R., Behjati, S., Biankin, A. V., et al. (2013) · Nature · doi:10.1038/nature12477 · Cited by 9,660 · see citing works
Döhner, H., Estey, E. H., Grimwade, D. J., Amadori, S., Appelbaum, F. R., Büchner, T., Dombret, H., Ebert, B. L., Fenaux, P., Larson, R. A., et al. (2016) · Blood · doi:10.1182/blood-2016-08-733196 · Cited by 5,776 · see citing works
Genomic and Epigenomic Landscapes of Adult De Novo Acute Myeloid Leukemia
The Cancer Genome Atlas Research Network (2013) · New England Journal of Medicine · doi:10.1056/nejmoa1301689 · Cited by 5,078 · see citing works
Sensitive detection of somatic point mutations in impure and heterogeneous cancer samples
Cibulskis, K., Lawrence, M. S., Carter, S. L., Sivachenko, A., Jaffe, D. B., Sougnez, C. L., Gabriel, S., Meyerson, M. M., Lander, E. S., & Getz, G. A. (2013) · Nature Biotechnology · doi:10.1038/nbt.2514 · Cited by 4,838 · see citing works
Mutational landscape and significance across 12 major cancer types
Kandoth, C., McLellan, M. D., Vandin, F., Ye, K., Niu, B., Lu, C., Xie, M., Zhang, Q., McMichael, J. F., Wyczalkowski, M. A., et al. (2013) · Nature · doi:10.1038/nature12634 · Cited by 4,419 · see citing works
Tumour heterogeneity and resistance to cancer therapies
Dagogo-Jack, I., & Shaw, A. T. (2018) · Nature Reviews Clinical Oncology · doi:10.1038/nrclinonc.2017.166 · Cited by 3,846 · see citing works
Clonal hematopoiesis and blood-cancer risk inferred from blood DNA sequence
Genovese, G., Kähler, A. K., Handsaker, R. E., Lindberg, J., Rose, S. A., Bakhoum, S. F., Chambert, K., Mick, E., Neale, B. M., Fromer, M., et al. (2014) · New England Journal of Medicine · doi:10.1056/nejmoa1409405 · Cited by 3,531 · see citing works
Döhner, H., Weisdorf, D. J., & Bloomfield, C. D. (2015) · New England Journal of Medicine · doi:10.1056/nejmra1406184 · Cited by 3,354 · see citing works
Tumour heterogeneity and cancer cell plasticity
Meacham, C., & Morrison, S. (2013) · Nature · doi:10.1038/nature12624 · Cited by 2,350 · see citing works
The causes and consequences of genetic heterogeneity in cancer evolution
Burrell, R. A., McGranahan, N., Bartek, J., & Swanton, C. (2013) · Nature · doi:10.1038/nature12625 · Cited by 2,262 · see citing works
Comprehensive Characterization of Cancer Driver Genes and Mutations
Bailey, M. H., Tokheim, C., Porta-Pardo, E., Sengupta, S., Bertrand, D., Weerasinghe, A., Colaprico, A., Wendl, M. C., Kim, J., Reardon, B., et al. (2018) · Cell · doi:10.1016/j.cell.2018.02.060 · Cited by 2,256 · see citing works
Self-citationFrampton, G. M., Fichtenholtz, A., Otto, G. A., Wang, K., Downing, S. R., He, J., Schnall-Levin, M., White, J., Sanford, E. M., An, P., et al. (2013) · Nature Biotechnology · doi:10.1038/nbt.2696 · Cited by 2,157 · see citing works
Absolute quantification of somatic DNA alterations in human cancer
Carter, S. L., Cibulskis, K., Helman, E., McKenna, A., Shen, H., Zack, T. I., Laird, P. W., Onofrio, R. C., Winckler, W., Weir, B. A., et al. (2012) · Nature Biotechnology · doi:10.1038/nbt.2203 · Cited by 2,003 · see citing works
Standards and Guidelines for the Interpretation and Reporting of Sequence Variants in Cancer
Li, M. M., Datto, M., Duncavage, E. J., Kulkarni, S., Lindeman, N. I., Roy, S., Tsimberidou, A. M., Vnencak‐Jones, C. L., Wolff, D. J., Younes, A., et al. (2016) · Journal of Molecular Diagnostics · doi:10.1016/j.jmoldx.2016.10.002 · Cited by 2,054 · see citing works
Intra-tumour heterogeneity: a looking glass for cancer?
Marusyk, A., Almendro, V., & Polyák, K. (2012) · Nature reviews. Cancer · doi:10.1038/nrc3261 · Cited by 2,003 · see citing works
Clinical and biological implications of driver mutations in myelodysplastic syndromes
Papaemmanuil, E., Gerstung, M., Malcovati, L., Tauro, S., Gundem, G., Van Loo, P., Yoon, C. J., Ellis, P., Wedge, D. C., Pellagatti, A., et al. (2013) · Blood · doi:10.1182/blood-2013-08-518886 · Cited by 1,832 · see citing works
The origin and evolution of mutations in acute myeloid leukemia
Welch, J. S., Ley, T. J., Link, D. C., Miller, C. A., Larson, D. E., Koboldt, D. C., Wartman, L. D., Lamprecht, T. L., Liu, F., Xia, J., et al. (2012) · Cell · doi:10.1016/j.cell.2012.06.023 · Cited by 1,575 · see citing works
Self-citationThe Life History of 21 Breast Cancers
Nik-Zainal, S., Van Loo, P., Wedge, D. C., Alexandrov, L. B., Greenman, C. D., Lau, K. W., Raine, K., Jones, D., Marshall, J., Ramakrishna, M., et al. (2012) · Cell · doi:10.1016/j.cell.2012.04.023 · Cited by 1,443 · see citing works
Metabolic pathways promoting cancer cell survival and growth
Boroughs, L. K., & DeBerardinis, R. J. (2015) · Nature Cell Biology · doi:10.1038/ncb3124 · Cited by 1,459 · see citing works
Single-cell genome sequencing: current state of the science
Gawad, C., Koh, W., & Quake, S. R. (2016) · Nature Reviews Genetics · doi:10.1038/nrg.2015.16 · Cited by 1,334 · see citing works
Identification of pre-leukaemic haematopoietic stem cells in acute leukaemia
Shlush, L. I., Zandi, S., Mitchell, A., Chen, W. C., Brandwein, J. M., Gupta, V., Kennedy, J. A., Schimmer, A. D., Schuh, A. C., Yee, K. W., et al. (2014) · Nature · doi:10.1038/nature13038 · Cited by 1,443 · see citing works
Mutational analysis reveals the origin and therapy-driven evolution of recurrent glioma
Johnson, B. E., Mazor, T., Hong, C., Barnes, M., Aihara, K., McLean, C. Y., Fouse, S. D., Yamamoto, S., Ueda, H., Tatsuno, K., et al. (2014) · Science · doi:10.1126/science.1239947 · Cited by 1,362 · see citing works
Evolution and impact of subclonal mutations in chronic lymphocytic leukemia
Landau, D. A., Carter, S. L., Stojanov, P., McKenna, A., Stevenson, K., Lawrence, M. S., Sougnez, C., Stewart, C., Sivachenko, A., Wang, L., et al. (2013) · Cell · doi:10.1016/j.cell.2013.01.019 · Cited by 1,379 · see citing works
Wilm, A., Aw, P. P. K., Bertrand, D., Yeo, G. H. T., Ong, S. H., Wong, C. H., Khor, C. C., Petric, R., Hibberd, M. L., & Nagarajan, N. (2012) · Nucleic Acids Research · doi:10.1093/nar/gks918 · Cited by 1,338 · see citing works
High-Throughput Sequencing Technologies
Reuter, J., Spacek, D. V., & Snyder, M. P. (2015) · Molecular Cell · doi:10.1016/j.molcel.2015.05.004 · Cited by 1,330 · see citing works
Lessons from the Cancer Genome
Garraway, L. A., & Lander, E. S. (2013) · Cell · doi:10.1016/j.cell.2013.03.002 · Cited by 1,322 · see citing works
Single-cell sequencing-based technologies will revolutionize whole-organism science
Shapiro, E., Biezuner, T., & Linnarsson, S. (2013) · Nature Reviews Genetics · doi:10.1038/nrg3542 · Cited by 1,177 · see citing works
Biological and therapeutic impact of intratumor heterogeneity in cancer evolution
McGranahan, N., & Swanton, C. (2015) · Cancer Cell · doi:10.1016/j.ccell.2014.12.001 · Cited by 1,077 · see citing works
Genomic Landscape of Non-Small Cell Lung Cancer in Smokers and Never-Smokers
Govindan, R., Ding, L., Griffith, M., Subramanian, J., Dees, N. D., Kanchi, K., Maher, C. A., Fulton, R. S., Fulton, L., Wallis, J. W., et al. (2012) · Cell · doi:10.1016/j.cell.2012.08.024 · Cited by 1,144 · see citing works
Spatial and temporal diversity in genomic instability processes defines lung cancer evolution
de Bruin, E. C., McGranahan, N., Mitter, R., Salm, M., Wedge, D. C., Yates, L., Jamal-Hanjani, M., Shafi, S., Murugaesu, N., Rowan, A. J., et al. (2014) · Science · doi:10.1126/science.1253462 · Cited by 1,117 · see citing works
Chemoresistance Evolution in Triple-Negative Breast Cancer Delineated by Single-Cell Sequencing
Kim, C. R., Gao, R., Sei, E., Brandt, R., Hartman, J., Hatschek, T., Crosetto, N., Foukakis, T., & Navin, N. E. (2018) · Cell · doi:10.1016/j.cell.2018.03.041 · Cited by 1,091 · see citing works
Targeting FLT3 mutations in AML: review of current knowledge and evidence
Daver, N. G., Schlenk, R. F., Russell, N. H., & Levis, M. J. (2019) · Leukemia · doi:10.1038/s41375-018-0357-9 · Cited by 1,098 · see citing works
Drug resistance and combating drug resistance in cancer
Wang, X., Zhang, H., & Chen, X. (2019) · Cancer Drug Resistance · doi:10.20517/cdr.2019.10 · Cited by 1,105 · see citing works
The Next-Generation Sequencing Revolution and Its Impact on Genomics
Koboldt, D. C., Steinberg, K. M., Larson, D. E., Wilson, R. K., & Mardis, E. R. (2013) · Cell · doi:10.1016/j.cell.2013.09.006 · Cited by 1,039 · see citing works
Widespread Genetic Heterogeneity in Multiple Myeloma: Implications for Targeted Therapy
Lohr, J. G., Stojanov, P., Carter, S. L., Cruz-Gordillo, P., Lawrence, M. S., Auclair, D., Sougnez, C., Knoechel, B., Gould, J., Saksena, G., et al. (2014) · Cancer Cell · doi:10.1016/j.ccr.2013.12.015 · Cited by 988 · see citing works
PyClone: statistical inference of clonal population structure in cancer
Roth, A. J. L., Khattra, J. S., Yap, D., Wan, A. N. C., Laks, E., Biele, J., Ha, G., Aparicio, S. A. J. R., Bouchard‐Côté, A., & Shah, S. P. (2014) · Nature Methods · doi:10.1038/nmeth.2883 · Cited by 1,002 · see citing works
Signal Transduction in CancerPreprint
Sever, R., & Brugge, J. S. (2015) · Cold Spring Harbor Perspectives in Medicine · doi:10.1101/cshperspect.a006098 · Cited by 992 · see citing works
Cancer heterogeneity: implications for targeted therapeutics
Fisher, R. A., Pusztai, L., & Swanton, C. (2013) · British Journal of Cancer · doi:10.1038/bjc.2012.581 · Cited by 980 · see citing works
Intratumor Heterogeneity: Evolution through Space and Time
Swanton, C. (2012) · Cancer Research · doi:10.1158/0008-5472.can-12-2217 · Cited by 931 · see citing works
Low-level processing of Illumina Infinium DNA Methylation BeadArrays
Triche, T. J., Weisenberger, D. J., Berg, D. V. D., Laird, P. W., & Siegmund, K. D. (2013) · Nucleic Acids Research · doi:10.1093/nar/gkt090 · Cited by 908 · see citing works
Role of TP53 mutations in the origin and evolution of therapy-related acute myeloid leukaemia
Wong, T. N., Ramsingh, G., Young, A. L., Miller, C. A., Touma, W., Welch, J. S., Lamprecht, T. L., Shen, D., Hundal, J., Fulton, R. S., et al. (2015) · Nature · doi:10.1038/nature13968 · Cited by 892 · see citing works
Replication stress links structural and numerical cancer chromosomal instability
Burrell, R. A., McClelland, S. E., Endesfelder, D., Groth, P., Weller, M.-C., Shaikh, N., Domingo, E., Kanu, N., Dewhurst, S. M., Gronroos, E. C., et al. (2013) · Nature · doi:10.1038/nature11935 · Cited by 868 · see citing works
Exosome-based liquid biopsies in cancer: opportunities and challenges
Wang, Y., Hurley, J. D., Roberts, D., Chakrabortty, S. K., Enderle, D., Noerholm, M., Breakefield, X. O., & Skog, J. (2021) · Annals of Oncology · doi:10.1016/j.annonc.2021.01.074 · Cited by 871 · see citing works
Mutational landscape and clonal architecture in grade II and III gliomas
Suzuki, H., Aoki, K., Chiba, K., Sato, Y., Shiozawa, Y., Shiraishi, Y., Shimamura, T., Niida, A., Motomura, K., Ohka, F., et al. (2015) · Nature Genetics · doi:10.1038/ng.3273 · Cited by 831 · see citing works
The genetic architecture of multiple myeloma
Morgan, G. J., Walker, B. A., & Davies, F. E. (2012) · Nature Reviews Cancer · doi:10.1038/nrc3257 · Cited by 913 · see citing works
Short, N. J., Rytting, M., & Cortes, J. E. (2018) · The Lancet · doi:10.1016/s0140-6736(18)31041-9 · Cited by 815 · see citing works
Sequencing pools of individuals — mining genome-wide polymorphism data without big funding
Schlötterer, C., Tobler, R., Kofler, R., & Nolte, V. (2014) · Nature Reviews Genetics · doi:10.1038/nrg3803 · Cited by 770 · see citing works
Acute myeloid leukemia: current progress and future directions
Kantarjian, H. M., Kadia, T. M., Dinardo, C. D., Daver, N. G., Borthakur, G. M., Jabbour, E., Garcia‐Manero, G., Konopleva, M. Y., & Ravandi, F. (2021) · Blood Cancer Journal · doi:10.1038/s41408-021-00425-3 · Cited by 795 · see citing works
Clonal Architecture of Secondary Acute Myeloid Leukemia
Walter, M. J., Shen, D., Ding, L., Shao, J., Koboldt, D. C., Chen, K., Larson, D. E., McLellan, M. D., Dooling, D. J., Abbott, R. M., et al. (2012) · New England Journal of Medicine · doi:10.1056/nejmoa1106968 · Cited by 775 · see citing works
Oncogenic Role of Fusion-circRNAs Derived from Cancer-Associated Chromosomal Translocations
Guarnerio, J., Bezzi, M., Jeong, J. C., Paffenholz, S. V., Berry, K., Naldini, M. M., Lo‐Coco, F., Tay, Y., Beck, A. H., & Pandolfi, P. P. (2016) · Cell · doi:10.1016/j.cell.2016.03.020 · Cited by 739 · see citing works
Cancer therapy shapes the fitness landscape of clonal hematopoiesis
Bolton, K. L., Ptashkin, R. N., Gao, T., Braunstein, L., Devlin, S. M., Kelly, D., Patel, M., Berthon, A., Syed, A., Yabe, M., et al. (2020) · Nature Genetics · doi:10.1038/s41588-020-00710-0 · Cited by 751 · see citing works
Clonal evolution of preleukemic hematopoietic stem cells precedes human acute myeloid leukemia
Jan, M., Snyder, T. M., Corces-Zimmerman, M. R., Vyas, P., Weissman, I. L., Quake, S. R., & Majeti, R. (2012) · Science Translational Medicine · doi:10.1126/scitranslmed.3004315 · Cited by 721 · see citing works
Corces-Zimmerman, M. R., Hong, W.-J., Weissman, I. L., Medeiros, B. C., & Majeti, R. (2014) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1324297111 · Cited by 705 · see citing works
New horizons in tumor microenvironment biology: challenges and opportunities
Chen, F., Zhuang, X., Lin, L., Yu, P., Wang, Y., Shi, Y., Hu, G., & Sun, Y. (2015) · BMC Medicine · doi:10.1186/s12916-015-0278-7 · Cited by 704 · see citing works
The genetics of myelodysplastic syndrome: from clonal haematopoiesis to secondary leukaemia
Sperling, A. S., Gibson, C. J., & Ebert, B. L. (2016) · Nature reviews. Cancer · doi:10.1038/nrc.2016.112 · Cited by 676 · see citing works
The role of mutations in epigenetic regulators in myeloid malignancies
Shih, A. H., Abdel-Wahab, O. I., Patel, J. P., & Levine, R. L. (2012) · Nature reviews. Cancer · doi:10.1038/nrc3343 · Cited by 671 · see citing works
Non-genetic mechanisms of therapeutic resistance in cancer
Marine, J., Dawson, S., & Dawson, M. (2020) · Nature Reviews. Cancer · doi:10.1038/s41568-020-00302-4 · Cited by 617 · see citing works
Stem cell fate in cancer growth, progression and therapy resistance
Lytle, N. K., Barber, A. G., & Reya, T. (2018) · Nature reviews. Cancer · doi:10.1038/s41568-018-0056-x · Cited by 645 · see citing works
Evolution of the cancer genome
Yates, L. R., & Campbell, P. J. (2012) · Nature Reviews Genetics · doi:10.1038/nrg3317 · Cited by 645 · see citing works
Li, S., Shen, D., Shao, J., Crowder, R. J., Liu, W., Prat, A., He, X., Liu, S., Hoog, J., Lu, C., et al. (2013) · Cell Reports · doi:10.1016/j.celrep.2013.08.022 · Cited by 623 · see citing works
Somatic mutations precede acute myeloid leukemia years before diagnosis
Desai, P., Mencia-Trinchant, N., Savenkov, O., Simon, M. S., Cheang, G., Lee, S., Samuel, M., Ritchie, E. K., Guzman, M. L., Ballman, K. V., et al. (2018) · Nature Medicine · doi:10.1038/s41591-018-0081-z · Cited by 619 · see citing works
Emran, T. B., Shahriar, A., Mahmud, A. R., Rahman, T., Abir, M. H., Siddiquee, M. F. R., Ahmed, H., Rahman, N., Nainu, F., Wahyudin, E., et al. (2022) · Frontiers in Oncology · doi:10.3389/fonc.2022.891652 · Cited by 606 · see citing works
Non-cell-autonomous driving of tumour growth supports sub-clonal heterogeneity
Marusyk, A., Tabassum, D. P., Altrock, P. M., Almendro, V., Michor, F., & Polyák, K. (2014) · Nature · doi:10.1038/nature13556 · Cited by 588 · see citing works
Tracing the origins of relapse in acute myeloid leukaemia to stem cells
Shlush, L. I., Mitchell, A., Heisler, L. E., Abelson, S., Ng, S., Trotman-Grant, A. C., Medeiros, J. J. F., Rao‐Bhatia, A., Jaciw-Zurakowsky, I., Marke, R., et al. (2017) · Nature · doi:10.1038/nature22993 · Cited by 598 · see citing works
Genetics of Follicular Lymphoma Transformation
Pasqualucci, L., Khiabanian, H., Fangazio, M., Vasishtha, M., Messina, M., Holmes, A. B., Ouillette, P. D., Trifonov, V. A., Rossi, D., Tabbò, F., et al. (2014) · Cell Reports · doi:10.1016/j.celrep.2013.12.027 · Cited by 570 · see citing works
Acute myeloid leukaemia in adults
Ferrara, F., & Schiffer, C. A. (2013) · The Lancet · doi:10.1016/s0140-6736(12)61727-9 · Cited by 566 · see citing works
Genomics of Acute Myeloid Leukemia Diagnosis and Pathways
Bullinger, L., Döhner, K., & Döhner, H. (2017) · Journal of Clinical Oncology · doi:10.1200/jco.2016.71.2208 · Cited by 544 · see citing works
The biology of circulating tumor cells
Pantel, K., & Speicher, M. R. (2015) · Oncogene · doi:10.1038/onc.2015.192 · Cited by 544 · see citing works
Enhancing the accuracy of next-generation sequencing for detecting rare and subclonal mutations
Salk, J. J., Schmitt, M. W., & Loeb, L. A. (2018) · Nature Reviews Genetics · doi:10.1038/nrg.2017.117 · Cited by 536 · see citing works
Leukemia-associated somatic mutations drive distinct patterns of age-related clonal hemopoiesis
McKerrell, T., Park, N., Moreno, T., Grove, C. S., Ponstingl, H., Stephens, J., Crawley, C., Craig, J., Scott, M. A., Hodkinson, C., et al. (2015) · Cell Reports · doi:10.1016/j.celrep.2015.02.005 · Cited by 534 · see citing works
The multi-factorial nature of clinical multidrug resistance in cancer
Assaraf, Y. G., Brozović, A., Gonçalves, A. C., Jurkovičová, D., Linē, A., Machuqueiro, M., Saponara, S., Sarmento‐Ribeiro, A. B., Xavier, C. P. R., & Vasconcelos, M. H. (2019) · Drug Resistance Updates · doi:10.1016/j.drup.2019.100645 · Cited by 535 · see citing works
Clinical implications of intratumor heterogeneity: challenges and opportunities
y Cajal, S. R., Sesé, M., Capdevila, C., Aasen, T., Mattos‐Arruda, L. D., Díaz‐Cano, S. J., Hernández‐Losa, J., & Castellví, J. (2020) · Journal of Molecular Medicine · doi:10.1007/s00109-020-01874-2 · Cited by 522 · see citing works
DNMT3A in haematological malignancies
Yang, L., Rau, R. E., & Goodell, M. A. (2015) · Nature reviews. Cancer · doi:10.1038/nrc3895 · Cited by 509 · see citing works
Kemp, J. A., Shim, M. S., Heo, C. Y., & Kwon, Y. J. (2015) · Advanced Drug Delivery Reviews · doi:10.1016/j.addr.2015.10.019 · Cited by 508 · see citing works
Studying clonal dynamics in response to cancer therapy using high-complexity barcoding
Bhang, H.-E. C., Ruddy, D. A., Krishnamurthy Radhakrishna, V., Caushi, J. X., Zhao, R., Hims, M. M., Singh, A. P., Kao, I., Rakiec, D., Shaw, P., et al. (2015) · Nature Medicine · doi:10.1038/nm.3841 · Cited by 507 · see citing works
Genomic and phenotypic heterogeneity in prostate cancer
Haffner, M. C., Zwart, W. T., Roudier, M. P., True, L. D., Nelson, W. G., Epstein, J. I., Marzo, A. M. D., Nelson, P. S., & Yegnasubramanian, S. (2020) · Nature Reviews Urology · doi:10.1038/s41585-020-00400-w · Cited by 520 · see citing works
Cellular Heterogeneity and Molecular Evolution in Cancer
Almendro, V., Marusyk, A., & Polyák, K. (2012) · Annual Review of Pathology Mechanisms of Disease · doi:10.1146/annurev-pathol-020712-163923 · Cited by 491 · see citing works
Tracking the clonal origin of lethal prostate cancer
Haffner, M. C., Mosbruger, T. L., Esopi, D., Fedor, H. L., Heaphy, C. M., Walker, D. A., Adejola, N., Gurel, M., Hicks, J. L., Meeker, A. K., et al. (2013) · Journal of Clinical Investigation · doi:10.1172/jci70354 · Cited by 498 · see citing works
Emerging patterns of somatic mutations in cancer
Watson, I. R., Takahashi, K., Futreal, P. A., & Chin, L. (2013) · Nature Reviews Genetics · doi:10.1038/nrg3539 · Cited by 481 · see citing works
Local mutational diversity drives intratumoral immune heterogeneity in non-small cell lung cancer
Jia, Q., Wu, W., Wang, Y., Alexander, P. B., Sun, C., Gong, Z., Cheng, J.-N., Sun, H., Guan, Y., Xia, X., et al. (2018) · Nature Communications · doi:10.1038/s41467-018-07767-w · Cited by 483 · see citing works
Mutational signatures: the patterns of somatic mutations hidden in cancer genomes
Alexandrov, L. B., & Stratton, M. R. (2014) · Current Opinion in Genetics & Development · doi:10.1016/j.gde.2013.11.014 · Cited by 488 · see citing works
Immune Escape of Relapsed AML Cells after Allogeneic Transplantation
Christopher, M. J., Petti, A. A., Rettig, M. P., Miller, C. A., Chendamarai, E., Duncavage, E. J., Klco, J. M., Helton, N. M., O’Laughlin, M. D., Fronick, C. C., et al. (2018) · New England Journal of Medicine · doi:10.1056/nejmoa1808777 · Cited by 468 · see citing works
Miller, C. A., White, B. S., Dees, N. D., Griffith, M., Welch, J. S., Griffith, O. L., Vij, R., Tomasson, M. H., Graubert, T. A., Walter, M. J., et al. (2014) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1003665 · Cited by 444 · see citing works
Russler-Germain, D. A., Spencer, D. H., Young, M. A., Lamprecht, T. L., Miller, C. A., Fulton, R., Meyer, M. R., Erdmann-Gilmore, P., Townsend, R. R., Wilson, R. K., et al. (2014) · Cancer Cell · doi:10.1016/j.ccr.2014.02.010 · Cited by 452 · see citing works
Molecular landscape of acute myeloid leukemia in younger adults and its clinical relevance
Grimwade, D. J., Ivey, A., & Huntly, B. J. P. (2015) · Blood · doi:10.1182/blood-2015-07-604496 · Cited by 451 · see citing works
McMahon, C. M., Ferng, T., Canaani, J., Wang, E. S., Morrissette, J. J. D., Eastburn, D. J., Pellegrino, M., Durruthy-Durruthy, R., Watt, C. D., Asthana, S., et al. (2019) · Cancer Discovery · doi:10.1158/2159-8290.cd-18-1453 · Cited by 446 · see citing works
Inherited and Somatic Defects in DDX41 in Myeloid Neoplasms
Polprasert, C., Schulze, I., Sekeres, M. A., Makishima, H., Przychodzen, B. P., Hosono, N., Singh, J., Padgett, R. A., Gu, X., Phillips, J. G., et al. (2015) · Cancer Cell · doi:10.1016/j.ccell.2015.03.017 · Cited by 435 · see citing works
Classifying the evolutionary and ecological features of neoplasms
Maley, C. C., Aktipis, A., Graham, T. A., Sottoriva, A., Boddy, A. M., Janiszewska, M., Silva, A. S., Gerlinger, M., Yuan, Y., Pienta, K. J., et al. (2017) · Nature reviews. Cancer · doi:10.1038/nrc.2017.69 · Cited by 423 · see citing works
A remarkably simple genome underlies highly malignant pediatric rhabdoid cancers
Lee, R. S., Stewart, C., Carter, S. L., Ambrogio, L., Cibulskis, K., Sougnez, C. L., Lawrence, M. S., Auclair, D., Mora, J., Golub, T. R., et al. (2012) · Journal of Clinical Investigation · doi:10.1172/jci64400 · Cited by 424 · see citing works
PhyloWGS: Reconstructing subclonal composition and evolution from whole-genome sequencing of tumors
Deshwar, A. G., Vembu, S., Yung, C. K., Jang, G. H., Stein, L. D., & Morris, Q. (2015) · Genome biology · doi:10.1186/s13059-015-0602-8 · Cited by 423 · see citing works
Tumour heterogeneity and the evolution of polyclonal drug resistance
Burrell, R. A., & Swanton, C. (2014) · Molecular Oncology · doi:10.1016/j.molonc.2014.06.005 · Cited by 417 · see citing works
Bashashati, A., Ha, G., Tone, A. A., Ding, J., Prentice, L., Roth, A. J. L., Rosner, J., Shumansky, K., Kalloger, S. E., Senz, J., et al. (2013) · The Journal of Pathology · doi:10.1002/path.4230 · Cited by 413 · see citing works
Zebrafish cancer: the state of the art and the path forward
White, R. M., Rose, K., & Zon, L. I. (2013) · Nature reviews. Cancer · doi:10.1038/nrc3589 · Cited by 417 · see citing works
Kim, H., Zheng, S., Amini, S. S., Virk, S. M., Mikkelsen, T., Brat, D. J., Grimsby, J., Sougnez, C., Muller, F., Hu, J., et al. (2015) · Genome Research · doi:10.1101/gr.180612.114 · Cited by 411 · see citing works
Evolutionary Determinants of Cancer
Greaves, M. F. (2015) · Cancer Discovery · doi:10.1158/2159-8290.cd-15-0439 · Cited by 411 · see citing works
Mrózek, K., Marcucci, G., Nicolet, D., Maharry, K. S., Becker, H., Whitman, S. P., Metzeler, K. H., Schwind, S., Wu, Y.-Z., Kohlschmidt, J., et al. (2012) · Journal of Clinical Oncology · doi:10.1200/jco.2012.43.4738 · Cited by 406 · see citing works
Immune signature drives leukemia escape and relapse after hematopoietic cell transplantation
Toffalori, C., Zito, L., Gambacorta, V., Riba, M., Oliveira, G., Bucci, G., Barcella, M., Spinelli, O., Greco, R., Crucitti, L., et al. (2019) · Nature Medicine · doi:10.1038/s41591-019-0400-z · Cited by 405 · see citing works
Genomic alterations in lung adenocarcinoma
Devarakonda, S. H. K., Morgensztern, D., & Govindan, R. (2015) · The Lancet Oncology · doi:10.1016/s1470-2045(15)00077-7 · Cited by 398 · see citing works
The role of CD133 in cancer: a concise review
Glumac, P. M., & LeBeau, A. M. (2018) · Clinical and Translational Medicine · doi:10.1186/s40169-018-0198-1 · Cited by 400 · see citing works
Functional Heterogeneity of Genetically Defined Subclones in Acute Myeloid Leukemia
Klco, J. M., Spencer, D. H., Miller, C. A., Griffith, M., Westover, T., O’Laughlin, M. D., Fronick, C. C., Magrini, V. J., Demeter, R., Fulton, R. S., et al. (2014) · Cancer Cell · doi:10.1016/j.ccr.2014.01.031 · Cited by 391 · see citing works
- Authors
- Ding, L., Ley, T. J., Larson, D. E., Miller, C. A., Koboldt, D. C., Welch, J. S., Ritchey, J. K., Young, M. A., Lamprecht, T., McLellan, M. D., McMichael, J. F., Wallis, J. W., Lu, C., Shen, D., Harris, C. C., Dooling, D. J., Fulton, R. S., Fulton, L. L., Chen, K., Schmidt, H., Kalicki-Veizer, J., Magrini, V. J., Cook, L., McGrath, S. D., Vickery, T. L., Wendl, M. C., Heath, S., Watson, M. A., Link, D. C., Tomasson, M. H., Shannon, W. D., Payton, J. E., Kulkarni, S., Westervelt, P., Walter, M. J., Graubert, T. A., Mardis, E. R., Wilson, R. K., & DiPersio, J. F.
- Affiliations
- Washington University in St. Louis (US)
- Corresponding author
- Ley, Timothy J.
- ORCID
- Ding, Li
- Ley, Timothy J.
- Larson, David E.
- Miller, Christopher A.
- Koboldt, Daniel C.
- Welch, John S.
- Ritchey, Julie K.
- McLellan, Michael D.
- McMichael, Joshua F.
- Lu, Charles
- Shen, Dong
- Fulton, Robert S.
- Fulton, Lucinda L.
- Chen, Ken
- Magrini, Vincent J.
- McGrath, Sean D.
- Vickery, Tammi L.
- Wendl, Michael C.
- Heath, Sharon
- Watson, Mark A.
- Link, Daniel C.
- Tomasson, Michael H.
- Payton, Jacqueline E.
- Kulkarni, Shashikant
- Walter, Matthew J.
- Graubert, Timothy A.
- Mardis, Elaine R.
- Wilson, Richard K.
- DiPersio, John F.
- Venue
- Nature
- Published
- 2012-01
- Volume
- 481
- Issue
- 7382
- Pages
- 506-510
- ISSN
- 0028-0836 (ISSN-L)
- 1476-4687
- PMC
- PMC3267864
- OpenAlex
- W2093144236
- Cited by
- 1,993
- References
- 30
- Citations by year
- 2026: 55 · 2025: 50 · 2024: 61 · 2023: 74 · 2022: 116 · 2021: 138 · 2020: 134 · 2019: 151 · 2018: 155 · 2017: 160 · 2016: 197 · 2015: 192 · 2014: 210 · 2013: 182 · 2012: 118
- FWCI
- 149.48
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- Nature (publishedVersion, cc-by-nc-sa)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- Funders
- Foundation for Barnes-Jewish Hospital (00335-0505-02)
- National Human Genome Research Institute (U54HG003079, HG003079, NHGRI U54 HG003079)
- National Cancer Institute (PO1CA101937, CA101937, P01CA101937)
- Topics
- Health Sciences › Medicine › Hematology › Acute Myeloid Leukemia Research
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Cancer Research › Cancer Genomics and Diagnostics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Chromatin Remodeling and Cancer
- Keywords
- acute myeloid leukemia, relapse, clonal evolution, somatic mutations, subclones, chemotherapy-induced DNA damage, transversions, recurrently mutated genes, WAC, SMC3, DIS3, DDX41, DAXX, clonality
- MeSH terms
- Antineoplastic Agents, Clone Cells, DNA Damage, DNA Mutational Analysis, Humans, Recurrence, Reproducibility of Results, Leukemia, Myeloid, Acute, Genome, Human, Mutagenesis, Genes, Neoplasm, High-Throughput Nucleotide Sequencing, Clonal Evolution
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review