The DOI matches its Crossref record; 62 of the 62 references it cites were found in a registry or an index.
Heterogeneity of genomic evolution and mutational profiles in multiple myeloma
Open accessAbstract
Multiple myeloma is an incurable plasma cell malignancy with a complex and incompletely understood molecular pathogenesis. Here we use whole-exome sequencing, copy-number profiling and cytogenetics to analyse 84 myeloma samples. Most cases have a complex subclonal structure and show clusters of subclonal variants, including subclonal driver mutations. Serial sampling reveals diverse patterns of clonal evolution, including linear evolution, differential clonal response and branching evolution. Diverse processes contribute to the mutational repertoire, including kataegis and somatic hypermutation, and their relative contribution changes over time. We find heterogeneity of mutational spectrum across samples, with few recurrent genes. We identify new candidate genes, including truncations of SP140, LTB, ROBO1 and clustered missense mutations in EGR1. The myeloma genome is heterogeneous across the cohort, and exhibits diversity in clonal admixture and in dynamics of evolution, which may impact prognostic stratification, therapeutic approaches and assessment of disease response to treatment. Multiple myeloma is a malignant plasma cell disorder with a complex molecular pathogenesis. Here, the authors perform whole-exome sequencing, copy-number profiling and cytogenetic analysis in 84 myeloma samples and highlight the diversity and evolution of the mutational profile underlying the disease.
Overview
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
Verification
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?
In the citing paper
“this cancer is known to be frequently multiclonal55,56”
From The origins and genetic interactions of KRAS mutations are allele- and tissue-specific (2021) · cites this paper as [56]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Citations
Cites
Fast and accurate short read alignment with Burrows-Wheeler transform
Li, H., & Durbin, R. (2009) · Bioinformatics · doi:10.1093/bioinformatics/btp324 · Cited by 58,607
Fast and accurate long-read alignment with Burrows-Wheeler transform.
Li, H., & Durbin, R. (2010) · Bioinformatics · doi:10.1093/bioinformatics/btp698 · Cited by 12,063
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
Self-citationVogelstein, B., Papadopoulos, N., Velculescu, V. E., Zhou, S., Diaz, L. A., & Kinzler, K. W. (2013) · Science · doi:10.1126/science.1235122 · Cited by 7,863
Intratumor Heterogeneity and Branched Evolution Revealed by Multiregion Sequencing
Gerlinger, M., Rowan, A. J., Horswell, S., Larkin, J., Endesfelder, D., Gronroos, E., Martinez, P., Matthews, N., Stewart, A., Tarpey, P., et al. (2012) · New England Journal of Medicine · doi:10.1056/nejmoa1113205 · Cited by 7,774
Self-citationMutational heterogeneity in cancer and the search for new cancer-associated genes
Lawrence, M. S., Stojanov, P., Polak, P., Kryukov, G. V., Cibulskis, K., Sivachenko, A., Carter, S. L., Stewart, C., Mermel, C. H., Roberts, S. A., et al. (2013) · Nature · doi:10.1038/nature12213 · Cited by 5,461
Muramatsu, M., Kinoshita, K., Fagarasan, S., Yamada, S., Shinkai, Y., & Honjo, T. (2000) · Cell · doi:10.1016/s0092-8674(00)00078-7 · Cited by 3,475
Greaves, M., & Maley, C. C. (2012) · Nature · doi:10.1038/nature10762 · Cited by 3,162
Systematic identification of genomic markers of drug sensitivity in cancer cells
Garnett, M. J., Edelman, E. J., Heidorn, S. J., Greenman, C. D., Dastur, A., Lau, K. W., Greninger, P., Thompson, I. R., Luo, X., Soares, J., et al. (2012) · Nature · doi:10.1038/nature11005 · Cited by 2,456
Self-citationMassive genomic rearrangement acquired in a single catastrophic event during cancer development
Stephens, P. J., Greenman, C. D., Fu, B., Yang, F., Bignell, G. R., Mudie, L. J., Pleasance, E. D., Lau, K. W., Beare, D., Stebbings, L. A., et al. (2011) · Cell · doi:10.1016/j.cell.2010.11.055 · Cited by 2,414
Self-citationPalumbo, A. P., & Anderson, K. C. (2011) · New England Journal of Medicine · doi:10.1056/nejmra1011442 · Cited by 2,382
Self-citationRaje, N. S., & Anderson, K. C. (2000) · Current Treatment Options in Oncology · doi:10.1007/s11864-000-0017-x · Cited by 2,164
Self-citationPancreatic cancer genomes reveal aberrations in axon guidance pathway genes
Initiative, A. P. C. G., Biankin, A. V., Waddell, N., Kassahn, K. S., Gingras, M.-C., Muthuswamy, L. B., Johns, A. L., Miller, D. K., Wilson, P. J., Patch, A.-M., et al. (2012) · Nature · doi:10.1038/nature11547 · Cited by 2,058
Unresponsiveness of colon cancer to BRAF(V600E) inhibition through feedback activation of EGFR
Prahallad, A., Sun, C., Huang, S., Di Nicolantonio, F., Salazar, R., Zecchin, D., Beijersbergen, R. L., Bardelli, A., & Bernards, R. (2012) · Nature · doi:10.1038/nature10868 · Cited by 2,051
Ye, K., Schulz, M. H., Long, Q., Apweiler, R., & Ning, Z. (2009) · Bioinformatics · doi:10.1093/bioinformatics/btp394 · Cited by 2,029
Mutational Processes Molding the Genomes of 21 Breast Cancers
Nik-Zainal, S., Alexandrov, L. B., Wedge, D. C., Van Loo, P., Greenman, C. D., Raine, K., Jones, D., Hinton, J., Marshall, J., Stebbings, L. A., et al. (2012) · Cell · doi:10.1016/j.cell.2012.04.024 · Cited by 1,909
Self-citationThe landscape of cancer genes and mutational processes in breast cancer
Stephens, P. J., Tarpey, P. S., Davies, H. R., Loo, P. V., Greenman, C., Wedge, D. C., Nik‐Zainal, S., Martin, S., Varela, I., Bignell, G. R., et al. (2012) · Nature · doi:10.1038/nature11017 · Cited by 1,731
Self-citationThe 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
Initial genome sequencing and analysis of multiple myeloma
Chapman, M. A., Lawrence, M. S., Keats, J. J., Cibulskis, K., Sougnez, C. L., Schinzel, A. C., Harview, C. L., Brunet, J.-P., Ahmann, G. J., Adli, M., et al. (2011) · Nature · doi:10.1038/nature09837 · Cited by 1,457
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
Self-citationEvolution 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
The patterns and dynamics of genomic instability in metastatic pancreatic cancer
Campbell, P. J., Yachida, S., Mudie, L. J., Stephens, P. J., Pleasance, E. D., Stebbings, L. A., Morsberger, L. A., Latimer, C., McLaren, S., Lin, M.-L., et al. (2010) · Nature · doi:10.1038/nature09460 · Cited by 1,317
Self-citationExome sequencing identifies frequent mutation of the SWI/SNF complex gene PBRM1 in renal carcinoma
Varela, I., Tarpey, P. S., Raine, K. M., Huang, D., Ong, C. K., Stephens, P., Davies, H. R., Jones, D., Lin, M., Teague, J. W., et al. (2011) · Nature · doi:10.1038/nature09639 · Cited by 1,302
Self-citationDeciphering Signatures of Mutational Processes Operative in Human Cancer
Alexandrov, L. B., Nik‐Zainal, S., Wedge, D. C., Campbell, P. J., & Stratton, M. R. (2013) · Cell Reports · doi:10.1016/j.celrep.2012.12.008 · Cited by 1,277
Self-citationSomatic SF3B1 Mutation in Myelodysplasia with Ring Sideroblasts
Papaemmanuil, E., Cazzola, M., Boultwood, J., Malcovati, L., Vyas, P., Bowen, D., Pellagatti, A., Wainscoat, J. S., Hellstrom-Lindberg, E., Gambacorti-Passerini, C., et al. (2011) · New England Journal of Medicine · doi:10.1056/nejmoa1103283 · Cited by 1,222
Self-citationAllele-specific copy number analysis of tumors
Loo, P. V., Nord, S., Lingjærde, O. C., Russnes, H. G., Rye, I. H., Sun, W., Weigman, V., Marynen, P., Zetterberg, A., Naume, B., et al. (2010) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1009843107 · Cited by 1,192
An APOBEC cytidine deaminase mutagenesis pattern is widespread in human cancers
Roberts, S. A., Lawrence, M. S., Klimczak, L. J., Grimm, S. A., Fargo, D. C., Stojanov, P., Kieżun, A., Kryukov, G. V., Carter, S. L., Saksena, G., et al. (2013) · Nature Genetics · doi:10.1038/ng.2702 · Cited by 1,162
Lohr, J. G., Stojanov, P., Lawrence, M. S., Auclair, D., Chapuy, B., Sougnez, C. L., Cruz‐Gordillo, P., Knoechel, B., Asmann, Y. W., Slager, S. L., et al. (2012) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1121343109 · Cited by 992
Promiscuous Mutations Activate the Noncanonical NF-κB Pathway in Multiple Myeloma
Keats, J. J., Fonseca, R., Chesi, M., Schop, R., Baker, A., Chng, W.-J., Van Wier, S., Tiedemann, R., Shi, C.-X., Sebag, M., et al. (2007) · Cancer Cell · doi:10.1016/j.ccr.2007.07.003 · Cited by 983
Understanding multiple myeloma pathogenesis in the bone marrow to identify new therapeutic targets
Hideshima, T., Mitsiades, C., Tonon, G., Richardson, P. G., & Anderson, K. C. (2007) · Nature Reviews Cancer · doi:10.1038/nrc2189 · Cited by 932
Self-citationThe 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
International Myeloma Working Group molecular classification of multiple myeloma: spotlight review
Fonseca, R., Bergsagel, P. L., Drach, J. W., Shaughnessy, J. D., Gutierrez, N. C., Stewart, A. K., Morgan, G. J., Ness, B. V., Chesi, M., Minvielle, S., et al. (2009) · Leukemia · doi:10.1038/leu.2009.174 · Cited by 886
Self-citationGenetic 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
Self-citationClonal competition with alternating dominance in multiple myeloma
Keats, J. J., Chesi, M., Egan, J. B., Garbitt, V. M., Palmer, S. E., Braggio, E., Wier, S. V., Blackburn, P. R., Baker, A. S., Dispenzieri, A. A., et al. (2012) · Blood · doi:10.1182/blood-2012-01-405985 · Cited by 636
Molecular pathogenesis and a consequent classification of multiple myeloma.
Bergsagel, P., & Kuehl, W. (2005) · Journal of Clinical Oncology · doi:10.1200/jco.2005.05.021 · Cited by 554
Browning, J. L. (1993) · Cell · doi:10.1016/0092-8674(93)90574-a · Cited by 479
Chromosome translocations in multiple myeloma
Bergsagel, P. L., & Kuehl, W. M. (2001) · Oncogene · doi:10.1038/sj.onc.1204641 · Cited by 478
Egan, J. B., Shi, C.-X., Tembe, W., Christoforides, A., Kurdoglu, A. A., Sinari, S. A., Middha, S., Asmann, Y. W., Schmidt, J. E., Braggio, E., et al. (2012) · Blood · doi:10.1182/blood-2012-01-405977 · Cited by 413
Hwang, D. G., & Green, P. (2004) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0404142101 · Cited by 390
Sorting out the cellular functions of sorting nexins
Worby, C. A., & Dixon, J. E. (2002) · Nature Reviews Molecular Cell Biology · doi:10.1038/nrm974 · Cited by 364
The Implications of Clonal Genome Evolution for Cancer Medicine
Aparicio, S. A. J. R., & Caldas, C. (2013) · New England Journal of Medicine · doi:10.1056/nejmra1204892 · Cited by 361
A genome-wide association study identifies six susceptibility loci for chronic lymphocytic leukemia
Bernardo, M. C. D., Crowther-Swanepoel, D., Broderick, P., Webb, E. L., Sellick, G. S., Wild, R., Sullivan, K., Vijayakrishnan, J., Wang, Y., Pittman, A. M., et al. (2008) · Nature Genetics · doi:10.1038/ng.219 · Cited by 356
Whole transcriptome sequencing reveals recurrent NOTCH1 mutations in mantle cell lymphoma
Kridel, R., Meissner, B., Rogić, S., Boyle, M., Telenius, A., Woolcock, B. W., Gunawardana, J., Jenkins, C. R., Cochrane, C., Ben‐Neriah, S., et al. (2011) · Blood · doi:10.1182/blood-2011-11-391474 · Cited by 335
Classical and/or alternative NF-κB pathway activation in multiple myeloma
Demchenko, Y. N., Glebov, O. K., Zingone, A., Keats, J. J., Bergsagel, P. L., & Kuehl, W. M. (2010) · Blood · doi:10.1182/blood-2009-09-243535 · Cited by 289
Walker, B. A., Wardell, C. P., Melchor, L., Brioli, A., Johnson, D. C., Kaiser, M., Mirabella, F., López‐Corral, L., Humphray, S., Murray, L., et al. (2013) · Leukemia · doi:10.1038/leu.2013.199 · Cited by 289
Walker, B. A., Wardell, C. P., Melchor, L., Wilson, S. H., Potter, N. E., Johnson, D. C., Fenwick, K., Kozarewa, I., Gonzalez, D., Lord, C. J., et al. (2012) · Blood · doi:10.1182/blood-2012-03-412981 · Cited by 246
Progression of RAS-Mutant Leukemia during RAF Inhibitor Treatment
Callahan, M. K., Rampal, R. K., Harding, J. J., Klimek, V. M., Chung, Y. R., Merghoub, T., Wolchok, J. D., Solit, D. B., Rosen, N. X., Abdel-Wahab, O. I., et al. (2012) · New England Journal of Medicine · doi:10.1056/nejmoa1208958 · Cited by 243
Frequent mutation of the major cartilage collagen gene COL2A1 in chondrosarcoma
Tarpey, P. S., Behjati, S., Cooke, S. L., Loo, P. V., Wedge, D. C., Pillay, N., Marshall, J., O’Meara, S., Davies, H. R., Nik‐Zainal, S., et al. (2013) · Nature Genetics · doi:10.1038/ng.2668 · Cited by 221
Self-citationFunction and cancer genomics of FAT family genes
Katoh, M. (2012) · International Journal of Oncology · doi:10.3892/ijo.2012.1669 · Cited by 218
Functions and regulation of the APOBEC family of proteins
Smith, H. C., Bennett, R. P., Kizilyer, A., McDougall, W. M., & Prohaska, K. M. (2011) · Seminars in Cell and Developmental Biology · doi:10.1016/j.semcdb.2011.10.004 · Cited by 203
Expression of the AID protein in normal and neoplastic B cells
Pasqualucci, L., Guglielmino, R., Houldsworth, J., Mohr, J., Aoufouchi, S., Polakiewicz, R. D., CHAGANTI, R. S. K., & Dalla‐Favera, R. (2004) · Blood · doi:10.1182/blood-2004-04-1558 · Cited by 193
Boyd, K. D., Ross, F. M., Walker, B. A., Wardell, C. P., Tapper, W., Chiecchio, L., Dagrada, G. P., Konn, Z. J., Gregory, W. M., Jackson, G. H., et al. (2011) · Clinical Cancer Research · doi:10.1158/1078-0432.ccr-11-1791 · Cited by 174
Statistical Analysis of Pathogenicity of Somatic Mutations in Cancer
Greenman, C., Wooster, R., Futreal, P. A., Stratton, M. R., & Easton, D. F. (2006) · Genetics · doi:10.1534/genetics.105.044677 · Cited by 163
Self-citationPeg3/Pw1 is an imprinted gene involved in the TNF-NFκB signal transduction pathway
Relaix, F., Wei, X.-J., Wu, X., & Sassoon, D. A. (1998) · Nature Genetics · doi:10.1038/ng0398-287 · Cited by 152
Liu, J., Chung, H., Vogt, M., Jin, Y., Malide, D., He, L., Dundr, M., & Levens, D. (2011) · The EMBO Journal · doi:10.1038/emboj.2011.11 · Cited by 141
Minor clone provides a reservoir for relapse in multiple myeloma
Magrangeas, F., Avet‐Loiseau, H., Gouraud, W., Lodé, L., Decaux, O., Godmer, P., Garderet, L., Voillat, L., Facon, T. T. F., Stoppa, A., et al. (2012) · Leukemia · doi:10.1038/leu.2012.226 · Cited by 122
Self-citationRAF inhibition and induction of cutaneous squamous cell carcinoma
Robert, C., Arnault, J., & Mateus, C. (2010) · Current Opinion in Oncology · doi:10.1097/cco.0b013e3283436e8c · Cited by 119
Chen, L., Wang, S., Zhou, Y., Wu, X., Entin, I., Epstein, J., Yaccoby, S., Xiong, W., Barlogie, B., Shaughnessy, J. D., et al. (2009) · Blood · doi:10.1182/blood-2009-03-210526 · Cited by 86
Madani, N., Millette, R. L., Platt, E. J., Marin, M., Kozak, S. L., Bloch, D. B., & Kabat, D. (2002) · Journal of Virology · doi:10.1128/jvi.76.21.11133-11138.2002 · Cited by 60
Hegeman, A. D., Gross, J. W., & Frey, P. A. (2002) · Biochemistry · doi:10.1021/bi011748c · Cited by 34
Purification of a novel ras GTPase-activating protein from rat brain.
Maekawa, M., Nakamura, S., & Hattori, S. (1993) · Journal of Biological Chemistry · doi:10.1016/s0021-9258(18)41618-3 · Cited by 28
Two evolutionarily conserved sequence elements for Peg3/Usp29 transcription
Kim, J., Yu, S., Choo, J. H., & Kim, J. (2008) · BMC Molecular Biology · doi:10.1186/1471-2199-9-108 · Cited by 16
Flagged first, then by citations
Cited by
Sorted by citations
Clonal heterogeneity and tumor evolution: past, present, and the future
McGranahan, N., & Swanton, C. (2017) · Cell · doi:10.1016/j.cell.2017.01.018 · Cited by 2,840
Universal Patterns of Selection in Cancer and Somatic Tissues
Martincorena, I., Raine, K. M., Gerstung, M., Dawson, K. J., Haase, K., Van Loo, P., Davies, H., Stratton, M. R., & Campbell, P. J. (2017) · Cell · doi:10.1016/j.cell.2017.09.042 · Cited by 1,523
Self-citationThe evolutionary history of lethal metastatic prostate cancer
ICGC Prostate UK Group, Gundem, G., Loo, P. V., Kremeyer, B., Alexandrov, L. B., Tubío, J. M. C., Papaemmanuil, E., Brewer, D. S., Kallio, H. M. L., Högnäs, G., et al. (2015) · Nature · doi:10.1038/nature14347 · Cited by 1,358
Self-citationKumar, S. K., Rajkumar, S. V., Kyle, R. A., van Duin, M., Sonneveld, P., Mateos, M., Gay, F., & Anderson, K. C. (2017) · Nature Reviews Disease Primers · doi:10.1038/nrdp.2017.46 · Cited by 1,261
Self-citationSpatial 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
Self-citation
Metadata
- Authors
- Bolli, N., Avet-Loiseau, H., Wedge, D. C., Van Loo, P., Alexandrov, L. B., Martincorena, I., Dawson, K. J., Iorio, F., Nik-Zainal, S., Bignell, G. R., Hinton, J. W., Li, Y., Tubio, J. M. C., McLaren, S., O' Meara, S., Butler, A. P., Teague, J. W., Mudie, L., Anderson, E., Rashid, N., Tai, Y.-T., Shammas, M. A., Sperling, A. S., Fulciniti, M., Richardson, P. G., Parmigiani, G., Magrangeas, F., Minvielle, S., Moreau, P., Attal, M., Facon, T., Futreal, P. A., Anderson, K. C., Campbell, P. J., & Munshi, N. C.
- Affiliations
- Wellcome Sanger Institute (GB)
- European Bioinformatics Institute (GB)
- Dana-Farber Cancer Institute (US)
- Harvard University (US)
- Centre National de la Recherche Scientifique (FR)
- Centre Hospitalier Universitaire de Nantes (FR)
- Inserm (FR)
- Centre Hospitalier Universitaire de Lille (FR)
- University of Cambridge (GB)
- Corresponding author
- Campbell, Peter J.
- Munshi, Nikhil C.
- ORCID
- Wedge, David C.
- Alexandrov, Ludmil B.
- Iorio, Francesco
- Hinton, Jonathan W.
- Li, Yilong
- McLaren, Stuart
- Teague, Jon W.
- Anderson, Elizabeth
- Rashid, Naim
- Tai, Yu-Tzu
- Shammas, Masood A.
- Sperling, Adam S.
- Fulciniti, Mariateresa
- Richardson, Paul G.
- Parmigiani, Giovanni
- Magrangeas, Florence
- Moreau, Philippe
- Attal, Michel
- Facon, Thierry
- Futreal, P Andrew
- Anderson, Kenneth C.
- Campbell, Peter J.
- Munshi, Nikhil C.
- Venue
- Nature Communications
- Published
- 2014-01-16
- Volume
- 5
- Issue
- 1
- Pages
- 2997-2997
- ISSN
- 2041-1723 (ISSN-L)
- PMC
- PMC3905727
- OpenAlex
- W2104195581
- Cited by
- 875
- References
- 62
- Citations by year
- 2026: 26 · 2025: 37 · 2024: 56 · 2023: 50 · 2022: 91 · 2021: 87 · 2020: 92 · 2019: 75 · 2018: 90 · 2017: 90 · 2016: 71 · 2015: 65 · 2014: 43
- FWCI
- 63.57
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- Nature Communications (publishedVersion, cc-by-nc-nd)
- Europe PMC (PubMed Central) (publishedVersion, cc-by-nc-nd)
- PubMed Central (publishedVersion, cc-by-nc-nd)
- PubMed (publishedVersion)
- Digital Access to Scholarship at Harvard (DASH) (Harvard University) (submittedVersion, cc-by)
- HAL (submittedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- Archivio Istituzionale della Ricerca (Universita Degli Studi Di Milano) (submittedVersion, other-oa)
- Research Explorer (The University of Manchester) (submittedVersion)
- Apollo (University of Cambridge) (submittedVersion, cc-by-nc-nd)
- Apollo
- Funders
- U.S. Department of Veterans Affairs (I01 BX001584)
- Wellcome Trust (077012/Z/05/Z, 077012, 088340, 100007)
- Lady Tata Memorial Trust
- Agence Nationale de la Recherche (ANR-11-PHUC-0001)
- Vlaamse regering
- National Institutes of Health (P50-100007, PO1-155258, 5p01ca078378-15, RO1-124929, PO1-78378)
- U.S. Public Health Service (P0-1 155258, RCA125711C, P50-100007, P0178378, R01-124929)
- National Cancer Institute (R01CA125711, P01-CA078378, P50CA100707, T32CA106209, P01CA155258)
- Topics
- Health Sciences › Medicine › Hematology › Multiple Myeloma Research and Treatments
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Cancer Research › Cancer Genomics and Diagnostics
- Health Sciences › Medicine › Hematology › Acute Myeloid Leukemia Research
- Keywords
- multiple myeloma, clonal evolution, subclonal heterogeneity, mutation spectrum, kataegis, somatic hypermutation, copy number alterations, plasma cell malignancy, lateral-torsional buckling, ROBO1, EGR1
- MeSH terms
- Roundabout Proteins, Adult, Aged, Humans, Membrane Proteins, Middle Aged, Multiple Myeloma, Mutation, Nerve Tissue Proteins, Proto-Oncogene Proteins, Receptors, Immunologic, Transcription Factors, Cohort Studies, Tumor Suppressor Protein p53, Proto-Oncogene Proteins p21(ras), Sequence Analysis, DNA, ras Proteins, Genetic Heterogeneity, Evolution, Molecular, Mutation, Missense, GTP Phosphohydrolases, Antigens, Nuclear, Proto-Oncogene Proteins B-raf, Early Growth Response Protein 1, Lymphotoxin-beta, DNA Copy Number Variations, Exome
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