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Pan-cancer Alterations of the MYC Oncogene and Its Proximal Network across the Cancer Genome Atlas
Open accessAbstract
Although the MYC oncogene has been implicated in cancer, a systematic assessment of alterations of MYC, related transcription factors, and co-regulatory proteins, forming the proximal MYC network (PMN), across human cancers is lacking. Using computational approaches, we define genomic and proteomic features associated with MYC and the PMN across the 33 cancers of The Cancer Genome Atlas. Pan-cancer, 28% of all samples had at least one of the MYC paralogs amplified. In contrast, the MYC antagonists MGA and MNT were the most frequently mutated or deleted members, proposing a role as tumor suppressors. MYC alterations were mutually exclusive with PIK3CA, PTEN, APC, or BRAF alterations, suggesting that MYC is a distinct oncogenic driver. Expression analysis revealed MYC-associated pathways in tumor subtypes, such as immune response and growth factor signaling; chromatin, translation, and DNA replication/repair were conserved pan-cancer. This analysis reveals insights into MYC biology and is a reference for biomarkers and therapeutics for cancers with alterations of MYC or the PMN.
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“The Myc oncogene, including its three subtypes C-Myc, N-Myc, and L-Myc, is believed to act as a transcriptional “amplifier” that can trigger a variety of oncogenic transcriptional programs in different types of cancer.410,411”
From Recent advances in targeting the “undruggable” proteins: from drug discovery to clinical trials (2023) · cites this paper as [411]
In the citing paper
“Overexpression or hyperactivation of Myc is one of the most common occurrences in cancer, making it a key factor in oncogenesis.”
From Recent advances in targeting the “undruggable” proteins: from drug discovery to clinical trials (2023) · cites this paper as [411]
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LARP1 integrates MYC and mTOR signaling to enable anabolic growth during tumor initiation
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Targeting Metabolic Vulnerabilities in Glioblastoma: a Framework for Multi-node Combination Therapy
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I kappa B kinase interacting protein as a promising biomarker in pan-cancer: A multi-omics analysis
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“A block in the immune system is removed by immune checkpoint blocking medication, which also prompts a long-lasting anticancer response (Schaub et al., 2018; Deng et al., 2020; Sheng et al., 2020; Xu et al., 2020).”
BackgroundSelf-citationMYC Point Mutations in Cancer: A Reboot and a Sequel
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“Indeed, this study showed that MYC and/or its paralogs ( MYCN and MYCL ) were amplified in 28% of all tumor samples (11).”
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Colchicine Binding Site Tubulin Inhibitors Impair Vincristine-Resistant Neuroblastoma Cell Function
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“Further studies that detail the contribution of MYC to CBSI response would be very informative to the ~50% of cancers that overexpress this major oncogene [38].”
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“Pan-cancer analysis could reveal the similarities and difference of various cancers, which provided more data for cancer prevention, target screen and potent therapeutic drug identification 44 .”
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“25,26 The deregulated overexpression of MYC is critical for driving many human cancers 60,61 .”
MYC and Metabolomics: Can We Use What We Know for DLBCL Subtyping and Diagnosis?
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“However, in the last 20 years, the routine use of next-generation sequencing approaches allowed for the identification of MYC point mutations in various cancer types, including both solid and non-solid tumors, often in association with poor outcomes [31–33].”
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Self-citationA novel role of MNT as a negative regulator of REL and the NF-κB pathway
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Network analysis of aging acceleration reveals systematic properties of 11 types of cancers
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Advances in gastric cancer research will light the way to control this cancer
de Assumpção, P. P., & Burbano, R. M. R. (2022) · Chinese Journal of Cancer Research · doi:10.21147/j.issn.1000-9604.2022.06.04 · Cited by 2
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“Because of the rarity of this findings, we performed 850 k methylation array in order to define the molecular group and CNVs [7, 9, 11].”
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MYC controls metastatic heterogeneity in pancreatic cancerPreprint
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Self-citationUnraveling the Complex Interplay between lncRNAs and Myc in Breast CancerPreprint
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Liver cancer development driven by the AP-1/c-Jun~Fra-2 dimer through c-Myc (Author copy)Preprint
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MYC: Master Regulator of Cell Death and Tumor Progression
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“ZFHX3 is a transcription factor and negative regulator of c-Myb [58] that has been previously reported as gained in canine OS [9,59], and has been shown to be altered in a mutually exclusive manner with MYC in human cancers [60].”
Alamholo, M., & Tarinejad, A. (2025) · Discover Applied Sciences · doi:10.1007/s42452-025-07765-w · Cited by 1
“The MYC oncogene (c-MYC) is part of genes with products that are commonly activated in breast cancer and MYC proteins are master regulators of cellular programs [35].”
Khandocar, M. P., Islam, M. R., Dulal, P., Haque, S. M. J., & Islam, M. K. (2025) · Computational and Structural Biotechnology Reports · doi:10.1016/j.csbr.2025.100071 · Cited by 1
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Self-citationKRAS and MYC synergistic inhibition: a powerful strategy targeting KRAS-mutant cancers
Yan, M., Liu, K., Xu, J., Liu, Y., Ji, L., & Zhang, S. (2026) · Molecular Cancer · doi:10.1186/s12943-026-02659-w · Cited by 1
“Whereas KRAS oncogenes are typically activated by mutations, MYC dysregulation is driven by a variety of mechanisms, including gene amplification, chromosomal translocation, retroviral promoter insertion, enhanced cellular signaling, and modified protein degradation [27, 28].”
Self-citationDeshpande, A. A., Lockhart, J. H., Napoli, M., & Flores, E. R. (2026) · Molecular and Cellular Biology · doi:10.1080/10985549.2026.2662223 · Cited by 1
“47,48 Indeed, other frequently mutated genes in cancer, such as RAS 49,50 and MYC , 51,52 also converge on cell-cycle regulation.”
NAT10‐Mediated ac4C Modification of circANKRD12 Reprograms the Tumor Microenvironment
Zhang, J. Y., Shi, H., Wang, C., Liu, Z., Zhou, L., Lv, X., Guo, M., Yang, Y. F., & Gu, C. (2026) · Advanced Science · doi:10.1002/advs.75797 · Cited by 1
Self-citationThe MYC network: Hub of malignancy and blueprint for intervention
Yin, H., Liu, T., & Pan, J. (2026) · Biochimica et Biophysica Acta (BBA) - Reviews on Cancer · doi:10.1016/j.bbcan.2026.189651 · Cited by 1
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Genetic Diversity Analysis of Different Populations of Lutjanus kasmira Based on SNP Markers
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“The R package poppr [17] was used to calculate a distance matrix and draw a heatmap [18].”
MethodSelf-citationCD112 is an epithelial-to-mesenchymal transition-related and immunological biomarker in pan-cancer
Zhang, H., Lü, J., Dong, Q., Wang, G., & Wang, X. (2024) · Translational Cancer Research · doi:10.21037/tcr-23-2258 · Cited by 1
Self-citationIn Silico Study of the Anti-MYC Potential of Lanostane-Type Triterpenes
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“Among them, two studies focused on TFs in the context of Pan‐Cancer (7,26).”
BackgroundSelf-citationMYC needs MNT to drive B cells over the edge
Janz, S. (2020) · Blood · doi:10.1182/blood.2019004766 · Cited by 1
A Roadmap to Immunotherapy: Lesson from the Hallmarks and Signaling Pathways of CancerPreprint
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Self-citationPredicting Individual Cell Division Events from Single-Cell ERK and Akt DynamicsPreprint
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Self-citationMNT suppresses T cell apoptosis via BIM and is vital for MYC-driven T lymphomagenesisPreprint
Nguyen, H. V., Vandenberg, C. J., Robati, M., Ng, A. P., & Cory, S. (2022) · Research Square · doi:10.21203/rs.3.rs-1555936/v1 · Cited by 1
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“INTRODUCTION The MYC oncogene is one of the most common drivers of human neoplasia, with more than 70% of human cancers having genetic alterations either in MYC or in one of the members of the proximal MYC network(1).”
BackgroundSelf-citationBoudra, R., Patenall, B. L., King, S. L., Wang, D., Best, S. A., Ko, J. Y., Xu, S., Padilla, M. G., Schmults, C. D., Barthel, S. R., et al. (2023) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2023.03.27.533164 · Cited by 1
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MYC amplifies mitotic perturbations elicited by LXY18 to enable synthetic lethalityPreprint
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Self-citationMicrotubule Inhibition Triggers MYC-Mediated Immunogenic Cell Death in Breast CancerPreprint
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Self-citationAn integrative approach uncovers genes with perturbed interactions in cancersPreprint
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“properties across cancers further indicates its role as a tumor suppressor [53].”
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Shostak, A., Schermann, G., Diernfellner, A. C. R., & Brunner, M. (2019) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/842799
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Self-citationAlves, D. S. R. L. (2021) · Open University of Cape Town (University of Cape Town)
Genomics-based Precision Medicine for Patients with Cancer
van de Haar, J. (2021) · Utrecht University Repository (Utrecht University) · doi:10.33540/946
Thege, F. I., Rupani, D. N., Barathi, B. B., Manning, S. L., Maitra, A., Rhim, A. D., & Wörmann, S. M. (2021) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2021.12.09.471859
See, Y. X. (2021) · DR-NTU (Nanyang Technological University) · doi:10.32657/10356/154939
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Peer Review #2 of "Machine learning analysis of TCGA cancer data (v0.1)"
(2021) · PeerJ Computer Science · doi:10.7287/peerj-cs.584v0.1/reviews/2
“They also catalogued the variants of the 10 pathways that are most frequently altered in most tumours (Sanchez-Vega et al., 2018), in addition to alterations in genes related to the ubiquitin (Ge et al., 2018), DNA damage repair (Knijnenburg et al., 2018) and the MYC pathways (Schaub et al., 2018).”
The role of breast cancer derived-exosomes in the tumour micro-environment
Ham, S. (2021) · Queensland University of Technology · doi:10.5204/thesis.eprints.208432
Peer Review #1 of "Machine learning analysis of TCGA cancer data (v0.1)"
(2021) · PeerJ Computer Science · doi:10.7287/peerj-cs.584v0.1/reviews/1
Peer Review #2 of "Machine learning analysis of TCGA cancer data (v0.2)"
(2021) · PeerJ Computer Science · doi:10.7287/peerj-cs.584v0.2/reviews/2
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SHCBP1: A Novel Potential Molecular Target for Pan- Cancer Therapy
Zhao, X., Wang, W., Li, D., Li, Q., Zhang, Y., & Niu, B. (2022) · Neurological Disorders and Stroke International · doi:10.25107/2641-1407-v4-id1026
Yu, T., Xie, M., Fang, Y., Xu, T., Pan, Y.-T., Shu, Y., & Xu, T. (2022) · SSRN Electronic Journal · doi:10.2139/ssrn.4121723
Genetic diversity analysis of different populations of Lutjanus kasmira based on SNP markersPreprint
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Self-citationGenetic diversity analysis of different populations of Lutjanus kasmira based on SNP markersPreprint
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Exploring glycolytic adaptations in cancer cells
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“Copy number gains of MYC are commonly observed in IDH-mutant gliomas [5].”
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Self-citationiModEst: disentangling -omic impacts on gene expression variation across genes and tissues
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“Mutant KRAS is a well-recognised driver of lung cancer while MYC shows low-level amplification in over a third of all lung cancers [13] and strongly promotes ribosome biogenesis and protein translation [14-16].”
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“…core targets are highly expressed in oesophageal cancer, with EGFR also associated with reduced recurrence-free survival and overall survival in oesophageal cancer (Chang et al. 2017, Hu et al. 2011, Moasser 2007, Nicholson et al. 2001, Schaub et al. 2018, Shan et al. 2017, Talukdar et al. 2020).”
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Metadata
- Authors
- Schaub, F. X., Dhankani, V., Berger, A. C., Trivedi, M., Richardson, A. B., Shaw, R., Zhao, W., Zhang, X., Ventura, A., Liu, Y., Ayer, D. E., Hurlin, P. J., Cherniack, A. D., Eisenman, R. N., Bernard, B., Grandori, C., Caesar-Johnson, S. J., Demchok, J. A., Felau, I., Kasapi, M., Ferguson, M. L., Hutter, C. M., Sofia, H. J., Tarnuzzer, R., Wang, Z., Yang, L., Zenklusen, J. C., Zhang, J. (., Chudamani, S., Liu, J., Lolla, L., Naresh, R., Pihl, T., Sun, Q., Wan, Y., Wu, Y., Cho, J., DeFreitas, T., Frazer, S., Gehlenborg, N., Getz, G., Heiman, D. I., Kim, J., Lawrence, M. S., Lin, P., Meier, S., Noble, M. S., Saksena, G., Voet, D., Zhang, H., Bernard, B., Chambwe, N., Dhankani, V., Knijnenburg, T., Kramer, R., Leinonen, K., Liu, Y., Miller, M., Reynolds, S., Shmulevich, I., Thorsson, V., Zhang, W., Akbani, R., Broom, B. M., Hegde, A. M., Ju, Z., Kanchi, R. S., Korkut, A., Li, J., Liang, H., Ling, S., Liu, W., Lu, Y., Mills, G. B., Ng, K.-S., Rao, A., Ryan, M., Wang, J., Weinstein, J. N., Zhang, J., Abeshouse, A., Armenia, J., Chakravarty, D., Chatila, W. K., de Bruijn, I., Gao, J., Gross, B. E., Heins, Z. J., Kundra, R., La, K., Ladanyi, M., Luna, A., Nissan, M. G., Ochoa, A., Phillips, S. M., Reznik, E., Sanchez-Vega, F., Sander, C., Schultz, N., Sheridan, R., Sumer, S. O., Sun, Y., Taylor, B. S., Wang, J., Zhang, H., Anur, P., Peto, M., Spellman, P., Benz, C., Stuart, J. M., Wong, C. K., Yau, C., Hayes, D. N., Parker, J. S., Wilkerson, M. D., Ally, A., Balasundaram, M., Bowlby, R., Brooks, D., Carlsen, R., Chuah, E., Dhalla, N., Holt, R., Jones, S. J. M., Kasaian, K., Lee, D., Ma, Y., Marra, M. A., Mayo, M., Moore, R. A., Mungall, A. J., Mungall, K., Robertson, A. G., Sadeghi, S., Schein, J. E., Sipahimalani, P., Tam, A., Thiessen, N., Tse, K., Wong, T., Berger, A. C., Beroukhim, R., Cherniack, A. D., Cibulskis, C., Gabriel, S. B., Gao, G. F., Ha, G., Meyerson, M., Schumacher, S. E., Shih, J., Kucherlapati, M. H., Kucherlapati, R. S., Baylin, S., Cope, L., Danilova, L., Bootwalla, M. S., Lai, P. H., Maglinte, D. T., Van Den Berg, D. J., Weisenberger, D. J., Auman, J. T., Balu, S., Bodenheimer, T., Fan, C., Hoadley, K. A., Hoyle, A. P., Jefferys, S. R., Jones, C. D., Meng, S., Mieczkowski, P. A., Mose, L. E., Perou, A. H., Perou, C. M., Roach, J., Shi, Y., Simons, J. V., Skelly, T., Soloway, M. G., Tan, D., Veluvolu, U., Fan, H., Hinoue, T., Laird, P. W., Shen, H., Zhou, W., Bellair, M., Chang, K., Covington, K., Creighton, C. J., Dinh, H., Doddapaneni, H., Donehower, L. A., Drummond, J., Gibbs, R. A., Glenn, R., Hale, W., Han, Y., Hu, J., Korchina, V., Lee, S., Lewis, L., Li, W., Liu, X., Morgan, M., Morton, D., Muzny, D., Santibanez, J., Sheth, M., Shinbrot, E., Wang, L., Wang, M., Wheeler, D. A., Xi, L., Zhao, F., Hess, J., Appelbaum, E. L., Bailey, M., Cordes, M. G., Ding, L., Fronick, C. C., Fulton, L. A., Fulton, R. S., Kandoth, C., Mardis, E. R., McLellan, M. D., Miller, C. A., Schmidt, H. K., Wilson, R. K., Crain, D., Curley, E., Gardner, J., Lau, K., Mallery, D., Morris, S., Paulauskis, J., Penny, R., Shelton, C., Shelton, T., Sherman, M., Thompson, E., Yena, P., Bowen, J., Gastier-Foster, J. M., Gerken, M., Leraas, K. M., Lichtenberg, T. M., Ramirez, N. C., Wise, L., Zmuda, E., Corcoran, N., Costello, T., Hovens, C., Carvalho, A. L., de Carvalho, A. C., Fregnani, J. H., Longatto-Filho, A., Reis, R. M., Scapulatempo-Neto, C., Silveira, H. C. S., Vidal, D. O., Burnette, A., Eschbacher, J., Hermes, B., Noss, A., Singh, R., Anderson, M. L., Castro, P. D., Ittmann, M., Huntsman, D., Kohl, B., Le, X., Thorp, R., Andry, C., Duffy, E. R., Lyadov, V., Paklina, O., Setdikova, G., Shabunin, A., Tavobilov, M., McPherson, C., Warnick, R., Berkowitz, R., Cramer, D., Feltmate, C., Horowitz, N., Kibel, A., Muto, M., Raut, C. P., Malykh, A., Barnholtz-Sloan, J. S., Barrett, W., Devine, K., Fulop, J., Ostrom, Q. T., Shimmel, K., Wolinsky, Y., Sloan, A. E., De Rose, A., Giuliante, F., Goodman, M., Karlan, B. Y., Hagedorn, C. H., Eckman, J., Harr, J., Myers, J., Tucker, K., Zach, L. A., Deyarmin, B., Hu, H., Kvecher, L., Larson, C., Mural, R. J., Somiari, S., Vicha, A., Zelinka, T., Bennett, J., Iacocca, M., Rabeno, B., Swanson, P., Latour, M., Lacombe, L., Têtu, B., Bergeron, A., McGraw, M., Staugaitis, S. M., Chabot, J., Hibshoosh, H., Sepulveda, A., Su, T., Wang, T., Potapova, O., Voronina, O., Desjardins, L., Mariani, O., Roman-Roman, S., Sastre, X., Stern, M.-H., Cheng, F., Signoretti, S., Berchuck, A., Bigner, D., Lipp, E., Marks, J., McCall, S., McLendon, R., Secord, A., Sharp, A., Behera, M., Brat, D. J., Chen, A., Delman, K., Force, S., Khuri, F., Magliocca, K., Maithel, S., Olson, J. J., Owonikoko, T., Pickens, A., Ramalingam, S., Shin, D. M., Sica, G., Van Meir, E. G., Zhang, H., Eijckenboom, W., Gillis, A., Korpershoek, E., Looijenga, L., Oosterhuis, W., Stoop, H., van Kessel, K. E., Zwarthoff, E. C., Calatozzolo, C., Cuppini, L., Cuzzubbo, S., DiMeco, F., Finocchiaro, G., Mattei, L., Perin, A., Pollo, B., Chen, C., Houck, J., Lohavanichbutr, P., Hartmann, A., Stoehr, C., Stoehr, R., Taubert, H., Wach, S., Wullich, B., Kycler, W., Murawa, D., Wiznerowicz, M., Chung, K., Edenfield, W. J., Martin, J., Baudin, E., Bubley, G., Bueno, R., De Rienzo, A., Richards, W. G., Kalkanis, S., Mikkelsen, T., Noushmehr, H., Scarpace, L., Girard, N., Aymerich, M., Campo, E., Giné, E., Guillermo, A. L., Van Bang, N., Hanh, P. T., Phu, B. D., Tang, Y., Colman, H., Evason, K., Dottino, P. R., Martignetti, J. A., Gabra, H., Juhl, H., Akeredolu, T., Stepa, S., Hoon, D., Ahn, K., Kang, K. J., Beuschlein, F., Breggia, A., Birrer, M., Bell, D., Borad, M., Bryce, A. H., Castle, E., Chandan, V., Cheville, J., Copland, J. A., Farnell, M., Flotte, T., Giama, N., Ho, T., Kendrick, M., Kocher, J.-P., Kopp, K., Moser, C., Nagorney, D., O’Brien, D., O’Neill, B. P., Patel, T., Petersen, G., Que, F., Rivera, M., Roberts, L., Smallridge, R., Smyrk, T., Stanton, M., Thompson, R. H., Torbenson, M., Yang, J. D., Zhang, L., Brimo, F., Ajani, J. A., Angulo Gonzalez, A. M., Behrens, C., Bondaruk, J., Broaddus, R., Czerniak, B., Esmaeli, B., Fujimoto, J., Gershenwald, J., Guo, C., Lazar, A. J., Logothetis, C., Meric-Bernstam, F., Moran, C., Ramondetta, L., Rice, D., Sood, A., Tamboli, P., Thompson, T., Troncoso, P., Tsao, A., Wistuba, I., Carter, C., Haydu, L., Hersey, P., Jakrot, V., Kakavand, H., Kefford, R., Lee, K., Long, G., Mann, G., Quinn, M., Saw, R., Scolyer, R., Shannon, K., Spillane, A., Stretch, J., Synott, M., Thompson, J., Wilmott, J., Al-Ahmadie, H., Chan, T. A., Ghossein, R., Gopalan, A., Levine, D. A., Reuter, V., Singer, S., Singh, B., Tien, N. V., Broudy, T., Mirsaidi, C., Nair, P., Drwiega, P., Miller, J., Smith, J., Zaren, H., Park, J.-W., Hung, N. P., Kebebew, E., Linehan, W. M., Metwalli, A. R., Pacak, K., Pinto, P. A., Schiffman, M., Schmidt, L. S., Vocke, C. D., Wentzensen, N., Worrell, R., Yang, H., Moncrieff, M., Goparaju, C., Melamed, J., Pass, H., Botnariuc, N., Caraman, I., Cernat, M., Chemencedji, I., Clipca, A., Doruc, S., Gorincioi, G., Mura, S., Pirtac, M., Stancul, I., Tcaciuc, D., Albert, M., Alexopoulou, I., Arnaout, A., Bartlett, J., Engel, J., Gilbert, S., Parfitt, J., Sekhon, H., Thomas, G., Rassl, D. M., Rintoul, R. C., Bifulco, C., Tamakawa, R., Urba, W., Hayward, N., Timmers, H., Antenucci, A., Facciolo, F., Grazi, G., Marino, M., Merola, R., de Krijger, R., Gimenez-Roqueplo, A.-P., Piché, A., Chevalier, S., McKercher, G., Birsoy, K., Barnett, G., Brewer, C., Farver, C., Naska, T., Pennell, N. A., Raymond, D., Schilero, C., Smolenski, K., Williams, F., Morrison, C., Borgia, J. A., Liptay, M. J., Pool, M., Seder, C. W., Junker, K., Omberg, L., Dinkin, M., Manikhas, G., Alvaro, D., Bragazzi, M. C., Cardinale, V., Carpino, G., Gaudio, E., Chesla, D., Cottingham, S., Dubina, M., Moiseenko, F., Dhanasekaran, R., Becker, K.-F., Janssen, K.-P., Slotta-Huspenina, J., Abdel-Rahman, M. H., Aziz, D., Bell, S., Cebulla, C. M., Davis, A., Duell, R., Elder, J. B., Hilty, J., Kumar, B., Lang, J., Lehman, N. L., Mandt, R., Nguyen, P., Pilarski, R., Rai, K., Schoenfield, L., Senecal, K., Wakely, P., Hansen, P., Lechan, R., Powers, J., Tischler, A., Grizzle, W. E., Sexton, K. C., Kastl, A., Henderson, J., Porten, S., Waldmann, J., Fassnacht, M., Asa, S. L., Schadendorf, D., Couce, M., Graefen, M., Huland, H., Sauter, G., Schlomm, T., Simon, R., Tennstedt, P., Olabode, O., Nelson, M., Bathe, O., Carroll, P. R., Chan, J. M., Disaia, P., Glenn, P., Kelley, R. K., Landen, C. N., Phillips, J., Prados, M., Simko, J., Smith-McCune, K., VandenBerg, S., Roggin, K., Fehrenbach, A., Kendler, A., Sifri, S., Steele, R., Jimeno, A., Carey, F., Forgie, I., Mannelli, M., Carney, M., Hernandez, B., Campos, B., Herold-Mende, C., Jungk, C., Unterberg, A., von Deimling, A., Bossler, A., Galbraith, J., Jacobus, L., Knudson, M., Knutson, T., Ma, D., Milhem, M., Sigmund, R., Godwin, A. K., Madan, R., Rosenthal, H. G., Adebamowo, C., Adebamowo, S. N., Boussioutas, A., Beer, D., Giordano, T., Mes-Masson, A.-M., Saad, F., Bocklage, T., Landrum, L., Mannel, R., Moore, K., Moxley, K., Postier, R., Walker, J., Zuna, R., Feldman, M., Valdivieso, F., Dhir, R., Luketich, J., Mora Pinero, E. M., Quintero-Aguilo, M., Carlotti, C. G., Dos Santos, J. S., Kemp, R., Sankarankuty, A., Tirapelli, D., Catto, J., Agnew, K., Swisher, E., Creaney, J., Robinson, B., Shelley, C. S., Godwin, E. M., Kendall, S., Shipman, C., Bradford, C., Carey, T., Haddad, A., Moyer, J., Peterson, L., Prince, M., Rozek, L., Wolf, G., Bowman, R., Fong, K. M., Yang, I., Korst, R., Rathmell, W. K., Fantacone-Campbell, J. L., Hooke, J. A., Kovatich, A. J., Shriver, C. D., DiPersio, J., Drake, B., Govindan, R., Heath, S., Ley, T., Van Tine, B., Westervelt, P., Rubin, M. A., Lee, J. I., Aredes, N. D., & Mariamidze, A.
- Affiliations
- The University of Texas MD Anderson Cancer Center (US)
- Broad Institute (US)
- Memorial Sloan Kettering Cancer Center (US)
- University of Utah (US)
- Oregon Health & Science University (US)
- Fred Hutch Cancer Center (US)
- Corresponding author
- Grandori, Carla
- ORCID
- Schaub, Franz X.
- Richardson, Anne B.
- Shaw, Reid
- Zhao, Wei
- Zhang, Xiaoyang
- Ventura, Andrea
- Ayer, Donald E.
- Hurlin, Peter J.
- Eisenman, Robert N.
- Grandori, Carla
- Felau, Ina
- Kasapi, Melpomeni
- Ferguson, Martin L.
- Sofia, Heidi J.
- Tarnuzzer, Roy
- Yang, Liming
- Zenklusen, Jean C.
- Zhang, Jiashan (Julia)
- Liu, Jia
- Pihl, Todd
- Sun, Qiang
- Wan, Yunhu
- Wu, Ye
- Gehlenborg, Nils
- Getz, Gad
- Heiman, David I.
- Kim, Jaegil
- Lawrence, Michael S.
- Lin, Pei
- Noble, Michael S.
- Saksena, Gordon
- Zhang, Hailei
- Chambwe, Nyasha
- Knijnenburg, Theo
- Miller, Michael
- Zhang, Wei
- Akbani, Rehan
- Broom, Bradley M.
- Hegde, Apurva M.
- Ju, Zhenlin
- Korkut, Anil
- Li, Jun
- Liang, Han
- Liu, Wenbin
- Lu, Yiling
- Mills, Gordon B.
- Rao, Arvind
- Ryan, Michael
- Wang, Jing
- Weinstein, John N.
- Zhang, Jiexin
- Armenia, Joshua
- Chakravarty, Debyani
- Chatila, Walid K.
- Gross, Benjamin E.
- Heins, Zachary J.
- Kundra, Ritika
- Ladanyi, Marc
- Luna, Augustin
- Ochoa, Angelica
- Phillips, Sarah M.
- Reznik, Ed
- Sander, Chris
- Schultz, Nikolaus
- Sun, Yichao
- Taylor, Barry S.
- Zhang, Hongxin
- Spellman, Paul
- Benz, Christopher
- Stuart, Joshua M.
- Wong, Christopher K.
- Yau, Christina
- Hayes, D. Neil
- Parker, Joel S.
- Wilkerson, Matthew D.
- Holt, Robert
- Jones, Steven J.M.
- Marra, Marco A.
- Mayo, Michael
- Mungall, Andrew J.
- Mungall, Karen
- Sadeghi, Sara
- Tam, Angela
- Wong, Tina
- Beroukhim, Rameen
- Cibulskis, Carrie
- Gabriel, Stacey B.
- Ha, Gavin
- Meyerson, Matthew
- Schumacher, Steven E.
- Shih, Juliann
- Kucherlapati, Melanie H.
- Kucherlapati, Raju S.
- Baylin, Stephen
- Cope, Leslie
- Danilova, Ludmila
- Bootwalla, Moiz S.
- Maglinte, Dennis T.
- Weisenberger, Daniel J.
- Auman, J. Todd
- Hoadley, Katherine A.
- Hoyle, Alan P.
- Jones, Corbin D.
- Mieczkowski, Piotr A.
- Perou, Charles M.
- Roach, Jeffrey
- Shi, Yan
- Fan, Huihui
- Hinoue, Toshinori
- Laird, Peter W.
- Shen, Hui
- Zhou, Wanding
- Chang, Kyle
- Covington, Kyle
- Creighton, Chad J.
- Dinh, Huyen
- Doddapaneni, HarshaVardhan
- Drummond, Jennifer
- Gibbs, Richard A.
- Han, Yi
- Korchina, Viktoriya
- Li, Wei
- Morgan, Margaret
- Muzny, Donna
- Sheth, Margi
- Shinbrot, Eve
- Wang, Linghua
- Wheeler, David A.
- Zhao, Fengmei
- Hess, Julian
- Bailey, Matthew
- Ding, Li
- Fronick, Catrina C.
- Fulton, Robert S.
- Kandoth, Cyriac
- Mardis, Elaine R.
- McLellan, Michael D.
- Miller, Christopher A.
- Wilson, Richard K.
- Morris, Scott
- Sherman, Mark
- Bowen, Jay
- Lichtenberg, Tara M.
- Ramirez, Nilsa C.
- Zmuda, Erik
- Corcoran, Niall
- Hovens, Christopher
- Fregnani, José H.
- Reis, Rui M.
- Silveira, Henrique C.S.
- Vidal, Daniel O.
- Anderson, Matthew L.
- Ittmann, Michael
- Huntsman, David
- Kohl, Bernard
- Andry, Chris
- Duffy, Elizabeth R.
- Lyadov, Vladimir
- Paklina, Oxana
- Setdikova, Galiya
- Tavobilov, Mikhail
- Warnick, Ronald
- Berkowitz, Ross
- Feltmate, Colleen
- Horowitz, Neil
- Kibel, Adam
- Raut, Chandrajit P.
- Ostrom, Quinn T.
- Sloan, Andrew E.
- Giuliante, Felice
- Goodman, Marc
- Karlan, Beth Y.
- Somiari, Stella
- Bennett, Joseph
- Iacocca, Mary
- Lacombe, Louis
- Têtu, Bernard
- Bergeron, Alain
- McGraw, Mary
- Hibshoosh, Hanina
- Sepulveda, Antonia
- Wang, Timothy
- Potapova, Olga
- Voronina, Olga
- Desjardins, Laurence
- Mariani, Odette
- Stern, Marc-Henri
- Cheng, Feixiong
- Signoretti, Sabina
- Bigner, Darell
- Lipp, Eric
- Marks, Jeffrey
- McCall, Shannon
- McLendon, Roger
- Secord, Angeles
- Behera, Madhusmita
- Brat, Daniel J.
- Chen, Amy
- Delman, Keith
- Force, Seth
- Khuri, Fadlo
- Magliocca, Kelly
- Maithel, Shishir
- Olson, Jeffrey J.
- Owonikoko, Taofeek
- Ramalingam, Suresh
- Sica, Gabriel
- Zhang, Hongzheng
- Looijenga, Leendert
- Oosterhuis, Wolter
- Zwarthoff, Ellen C.
- Calatozzolo, Chiara
- Cuzzubbo, Stefania
- DiMeco, Francesco
- Finocchiaro, Gaetano
- Mattei, Luca
- Perin, Alessandro
- Pollo, Bianca
- Chen, Chu
- Taubert, Helge
- Wach, Sven
- Wullich, Bernd
- Kycler, Witold
- Murawa, Dawid
- Wiznerowicz, Maciej
- Martin, Julie
- Bubley, Glenn
- Bueno, Raphael
- Richards, William G.
- Kalkanis, Steven
- Mikkelsen, Tom
- Noushmehr, Houtan
- Scarpace, Lisa
- Girard, Nicolas
- Aymerich, Marta
- Giné, Eva
- Tang, Yufang
- Colman, Howard
- Evason, Kimberley
- Gabra, Hani
- Juhl, Hartmut
- Hoon, Dave
- Kang, Koo Jeong
- Beuschlein, Felix
- Breggia, Anne
- Borad, Mitesh
- Bryce, Alan H.
- Chandan, Vishal
- Cheville, John
- Copland, John A.
- Flotte, Thomas
- Ho, Thai
- Kendrick, Michael
- Kocher, Jean-Pierre
- Nagorney, David
- O’Brien, Daniel
- O’Neill, Brian Patrick
- Patel, Tushar
- Petersen, Gloria
- Rivera, Michael
- Roberts, Lewis
- Smyrk, Thomas
- Torbenson, Michael
- Yang, Ju Dong
- Zhang, Lizhi
- Brimo, Fadi
- Ajani, Jaffer A.
- Behrens, Carmen
- Broaddus, Russell
- Czerniak, Bogdan
- Esmaeli, Bita
- Fujimoto, Junya
- Guo, Charles
- Lazar, Alexander J.
- Logothetis, Christopher
- Ramondetta, Lois
- Sood, Anil
- Troncoso, Patricia
- Tsao, Anne
- Wistuba, Ignacio
- Carter, Candace
- Haydu, Lauren
- Jakrot, Valerie
- Kakavand, Hojabr
- Kefford, Richard
- Lee, Kenneth
- Long, Georgina
- Mann, Graham
- Saw, Robyn
- Scolyer, Richard
- Shannon, Kerwin
- Spillane, Andrew
- Stretch, Jonathan
- Thompson, John
- Wilmott, James
- Chan, Timothy A.
- Ghossein, Ronald
- Gopalan, Anuradha
- Levine, Douglas A.
- Singer, Samuel
- Singh, Bhuvanesh
- Broudy, Thomas
- Nair, Praveen
- Smith, Jennifer
- Zaren, Howard
- Park, Joong-Won
- Kebebew, Electron
- Linehan, W. Marston
- Metwalli, Adam R.
- Pinto, Peter A.
- Schiffman, Mark
- Schmidt, Laura S.
- Vocke, Cathy D.
- Wentzensen, Nicolas
- Yang, Hannah
- Moncrieff, Marc
- Goparaju, Chandra
- Melamed, Jonathan
- Pass, Harvey
- Cernat, Mircea
- Arnaout, Angel
- Bartlett, John
- Thomas, George
- Rassl, Doris M.
- Rintoul, Robert C.
- Bifulco, Carlo
- Urba, Walter
- Hayward, Nicholas
- Facciolo, Francesco
- Marino, Mirella
- Piché, Alain
- Chevalier, Simone
- McKercher, Ginette
- Farver, Carol
- Pennell, Nathan A.
- Borgia, Jeffrey A.
- Seder, Christopher W.
- Junker, Kerstin
- Omberg, Larsson
- Manikhas, George
- Alvaro, Domenico
- Bragazzi, Maria Consiglia
- Cardinale, Vincenzo
- Carpino, Guido
- Gaudio, Eugenio
- Dubina, Michael
- Moiseenko, Fedor
- Dhanasekaran, Renumathy
- Becker, Karl-Friedrich
- Janssen, Klaus-Peter
- Cebulla, Colleen M.
- Elder, J. Bradley
- Lehman, Norman L.
- Nguyen, Phuong
- Pilarski, Robert
- Rai, Karan
- Schoenfield, Lynn
- Wakely, Paul
- Lechan, Ronald
- Tischler, Arthur
- Grizzle, William E.
- Henderson, Joel
- Porten, Sima
- Fassnacht, Martin
- Asa, Sylvia L.
- Schadendorf, Dirk
- Couce, Marta
- Graefen, Markus
- Huland, Hartwig
- Sauter, Guido
- Schlomm, Thorsten
- Simon, Ronald
- Tennstedt, Pierre
- Nelson, Mark
- Bathe, Oliver
- Carroll, Peter R.
- Chan, June M.
- Kelley, Robin K.
- Landen, Charles N.
- Phillips, Joanna
- VandenBerg, Scott
- Roggin, Kevin
- Kendler, Ady
- Steele, Ruth
- Jimeno, Antonio
- Forgie, Ian
- Mannelli, Massimo
- Carney, Michael
- Campos, Benito
- Unterberg, Andreas
- Bossler, Aaron
- Ma, Deqin
- Milhem, Mohammed
- Godwin, Andrew K.
- Madan, Rashna
- Adebamowo, Clement
- Adebamowo, Sally N.
- Boussioutas, Alex
- Beer, David
- Giordano, Thomas
- Bocklage, Therese
- Landrum, Lisa
- Moxley, Katherine
- Walker, Joan
- Zuna, Rosemary
- Feldman, Michael
- Dhir, Rajiv
- Luketich, James
- Carlotti, Carlos Gilberto
- Kemp, Rafael
- Tirapelli, Daniela
- Catto, James
- Swisher, Elizabeth
- Creaney, Jenette
- Robinson, Bruce
- Shelley, Carl Simon
- Bradford, Carol
- Carey, Thomas
- Prince, Mark
- Rozek, Laura
- Wolf, Gregory
- Fong, Kwun M.
- Yang, Ian
- Rathmell, W. Kimryn
- Kovatich, Albert J.
- Shriver, Craig D.
- DiPersio, John
- Drake, Bettina
- Govindan, Ramaswamy
- Heath, Sharon
- Ley, Timothy
- Rubin, Mark A.
- Lee, Jung Il
- Aredes, Natália D.
- Mariamidze, Armaz
- Venue
- Cell Systems
- Publisher
- Elsevier BV
- Published
- 2018-03
- Volume
- 6
- Issue
- 3
- Pages
- 282-300.e2
- ISSN
- 2405-4712 (ISSN-L)
- PMC
- PMC5892207
- OpenAlex
- W2795073885
- Cited by
- 431
- References
- 112
- Citations by year
- 2026: 36 · 2025: 56 · 2024: 62 · 2023: 53 · 2022: 58 · 2021: 63 · 2020: 57 · 2019: 33 · 2018: 13
- FWCI
- 12.55
- Type
- journal article
- Language
- en
- Open access
- hybrid
- dx.doi.org
- Licence
- Locations
- Cell Systems (publishedVersion, cc-by)
- UWA Profiles and Research Repository (UWA) (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- IRIS Research product catalog (Sapienza University of Rome) (submittedVersion, other-oa)
- Archivio Istituzionale della Ricerca (Universita Degli Studi Di Milano) (submittedVersion, other-oa)
- Bern Open Repository and Information System (University of Bern) (submittedVersion, cc-by)
- Archivio istituzionale della ricerca (Alma Mater Studiorum Università di Bologna) (submittedVersion)
- Utrecht University Repository (Utrecht University) (submittedVersion, other-oa)
- eScholarship (California Digital Library) (submittedVersion, cc-by)
- Florence Research (University of Florence) (submittedVersion, cc-by-nc-nd)
- mediaTUM – the media and publications repository of the Technical University Munich (Technical University Munich) (submittedVersion, other-oa)
- Institutional Research Information System University of Ferrara (University of Ferrara) (submittedVersion, other-oa)
- Spiral (Imperial College London) (submittedVersion, cc-by-nc-nd)
- Open Access CRIS of the University of Bern
- Funders
- NIH (4U01CA176303-04, U24CA143867, RO1CA57138, 5R01CA149707)
- SEngine Precision Medicine
- Cure First
- Shriners Hospitals for Children and Leukemia and Lymphoma Society
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Cancer Research › Cancer Genomics and Diagnostics
- Health Sciences › Medicine › Oncology › Cancer-related Molecular Pathways
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Chromatin Remodeling and Cancer
- Keywords
- MYC oncogene, MGA, medical nutrition therapy, tumor suppressor, oncogenic drivers, MYC transcription factors, pan-cancer analysis, PIK3CA, PTEN, APC, BRAF, tumor subtypes, immune response, growth factor signaling, chromatin, translation (biology), DNA replication and repair, biomarkers, cancer therapeutics
- MeSH terms
- Chromatin, Humans, Neoplasms, Oncogenes, Repressor Proteins, Transcription Factors, Biomarkers, Tumor, Signal Transduction, Genes, myc, Proto-Oncogene Proteins c-myc, Computational Biology, Genomics, Proteomics, Basic Helix-Loop-Helix Leucine Zipper Transcription Factors, Basic Helix-Loop-Helix Transcription Factors, Basic Helix-Loop-Helix Proteins, Carcinogenesis
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