A precision oncology approach to the pharmacological targeting of mechanistic dependencies in neuroendocrine tumors
Open accessAbstract
We introduce and validate a new precision oncology framework for the systematic prioritization of drugs targeting mechanistic tumor dependencies in individual patients. Compounds are prioritized on the basis of their ability to invert the concerted activity of master regulator proteins that mechanistically regulate tumor cell state, as assessed from systematic drug perturbation assays. We validated the approach on a cohort of 212 gastroenteropancreatic neuroendocrine tumors (GEP-NETs), a rare malignancy originating in the pancreas and gastrointestinal tract. The analysis identified several master regulator proteins, including key regulators of neuroendocrine lineage progenitor state and immunoevasion, whose role as critical tumor dependencies was experimentally confirmed. Transcriptome analysis of GEP-NET-derived cells, perturbed with a library of 107 compounds, identified the HDAC class I inhibitor entinostat as a potent inhibitor of master regulator activity for 42% of metastatic GEP-NET patients, abrogating tumor growth in vivo. This approach may thus complement current efforts in precision oncology.
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Entinostat is a potent inhibitor of regulatory activities responsible for immune-evasion and metastatic potential in GEP-NET patients.
“Entinostat was also identified as a potent inhibitor of regulatory activities responsible for immune-evasion and metastatic potential in patients with gastroenteropancreatic neuroendocrine tumors (GEP-NET).”
From HDACs and the epigenetic plasticity of cancer cells: target the complexity (2022) · cites this paper as Alvarez et al., 2018
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Cites
Gene Ontology: tool for the unification of biology
Ashburner, M., Ball, C. A., Blake, J. A., Botstein, D., Butler, H., Cherry, J. M., Davis, A. P., Dolinski, K., Dwight, S. S., Eppig, J. T., et al. (2000) · Nature Genetics · doi:10.1038/75556 · Cited by 43,206 · see citing works
limma powers differential expression analyses for RNA-sequencing and microarray studies
Ritchie, M. E., Phipson, B., Wu, D., Hu, Y., Law, C. W., Shi, W., & Smyth, G. K. (2015) · Nucleic Acids Research · doi:10.1093/nar/gkv007 · Cited by 40,458 · see citing works
Ultrafast and memory-efficient alignment of short DNA sequences to the human genome.
Langmead, B., Trapnell, C., Pop, M., & Salzberg, S. L. (2009) · Genome Biology · doi:10.1186/gb-2009-10-3-r25 · Cited by 21,849 · see citing works
Bioconductor: open software development for computational biology and bioinformatics
Gentleman, R., Carey, V., Bates, D., Bolstad, B., Dettling, M., Dudoit, S., Ellis, B., Gautier, L., Ge, Y., Gentry, J., et al. (2004) · Genome Biology · doi:10.1186/gb-2004-5-10-r80 · Cited by 13,133 · see citing works
The Cancer Cell Line Encyclopedia enables predictive modelling of anticancer drug sensitivity
Barretina, J., Caponigro, G., Stransky, N., Venkatesan, K., Margolin, A. A., Kim, S., Wilson, C. J., Lehár, J., Kryukov, G. V., Sonkin, D., et al. (2012) · Nature · doi:10.1038/nature11003 · Cited by 7,950 · see citing works
Margolin, A. A., Nemenman, I., Basso, K., Wiggins, C., Stolovitzky, G., Favera, R. D., & Califano, A. (2006) · BMC Bioinformatics · doi:10.1186/1471-2105-7-s1-s7 · Cited by 2,420 · see citing works
Self-citationMargolin, A. A., Nemenman, I. M., Basso, K., Wiggins, C. H., Stolovitzky, G. A., Favera, R. D., & Califano, A. (2006) · BMC Bioinformatics · doi:10.7916/d8g15zbp · Cited by 2,260 · see citing works
Self-citationPrinciples of cancer therapy: oncogene and non-oncogene addiction
Luo, J., Solimini, N. L., & Elledge, S. J. (2009) · Cell · doi:10.1016/j.cell.2009.02.024 · Cited by 1,765 · see citing works
Addiction to Oncogenes--the Achilles Heal of Cancer
Weinstein, I. (2002) · Science · doi:10.1126/science.1073096 · Cited by 1,753 · see citing works
Jiao, Y., Shi, C., Edil, B. H., de Wilde, R. F., Klimstra, D. S., Maitra, A., Schulick, R. D., Tang, L. H., Wolfgang, C. L., Choti, M. A., et al. (2011) · Science · doi:10.1126/science.1200609 · Cited by 1,717 · see citing works
Self-citationFaith, J. J., Hayete, B., Thaden, J. T., Mogno, I., Wierzbowski, J., Cottarel, G., Kasif, S., Collins, J. J., & Gardner, T. S. (2007) · PLoS Biology · doi:10.1371/journal.pbio.0050008 · Cited by 1,563 · see citing works
Reverse engineering of regulatory networks in human B cells
Basso, K., Margolin, A. A., Stolovitzky, G. A., Klein, U., Dalla‐Favera, R., & Califano, A. (2005) · Nature Genetics · doi:10.1038/ng1532 · Cited by 1,406 · see citing works
Self-citationThe transcriptional network for mesenchymal transformation of brain tumours
Carro, M. S., Lim, W. K., Alvarez, M. J., Bollo, R. J., Zhao, X., Snyder, E. Y., Sulman, E. P., Anne, S. L., Doetsch, F. K., Colman, H., et al. (2009) · Nature · doi:10.1038/nature08712 · Cited by 1,242 · see citing works
Self-citationMutations of multiple genes cause deregulation of NF-kB in diffuse large B-cell lymphoma
Compagno, M., Lim, W., Grunn, A., Nandula, S., Brahmachary, M., Shen, Q., Bertoni, F., Ponzoni, M., Scandurra, M., Califano, A., et al. (2009) · Nature · doi:10.1038/nature07968 · Cited by 1,116 · see citing works
Self-citationAlvarez, M. J., Shen, Y., Giorgi, F. M., Lachmann, A., Ding, B. B., Ye, B. H., & Califano, A. (2016) · Nature Genetics · doi:10.1038/ng.3593 · Cited by 966 · see citing works
Self-citationBasu, A. B., Bodycombe, N. E., Cheah, J. H., Price, E. V., Liu, K., Schaefer, G. I., Ebright, R. Y., Stewart, M. L., Ito, D., Wang, S. Y., et al. (2013) · Cell · doi:10.1016/j.cell.2013.08.003 · Cited by 820 · see citing works
Self-citationPartitioning Around Medoids (Program PAM)
Kaufman, L., & Rousseeuw, P. J. (1990) · Wiley series in probability and statistics · doi:10.1002/9780470316801.ch2 · Cited by 752 · see citing works
Endocrine tumours of the pancreas
Öberg, K., & Eriksson, B. K. (2005) · Best Practice & Research Clinical Gastroenterology · doi:10.1016/j.bpg.2005.06.002 · Cited by 543 · see citing works
CellNet: Network Biology Applied to Stem Cell Engineering
Cahan, P., Li, H., Morris, S. A., da Rocha, E. L., Daley, G. Q., & Collins, J. J. (2014) · Cell · doi:10.1016/j.cell.2014.07.020 · Cited by 522 · see citing works
Self-citationLimits to Personalized Cancer Medicine
Tannock, I. F., & Hickman, J. A. (2016) · New England Journal of Medicine · doi:10.1056/nejmsb1607705 · Cited by 418 · see citing works
Lefèbvre, C., Rajbhandari, P., Alvarez, M. J., Bandaru, P., Lim, W. K., Sato, M., Wang, K., Sumazin, P., Kustagi, M., Bisikirska, B. C., et al. (2010) · Molecular Systems Biology · doi:10.1038/msb.2010.31 · Cited by 372 · see citing works
Self-citationSomatic mutation of CDKN1B in small intestine neuroendocrine tumors
Francis, J. M., Kieżun, A., Ramos, A. H., Serra, S., Pedamallu, C. S., Qian, Z. R., Banck, M. S., Kanwar, R., Kulkarni, A. A., Karpathakis, A., et al. (2013) · Nature Genetics · doi:10.1038/ng.2821 · Cited by 370 · see citing works
Self-citationAytés, À., Mitrofanova, A., Lefèbvre, C., Alvarez, M. J., Castillo-Martín, M., Zheng, T., Eastham, J. A., Gopalan, A., Pienta, K. J., Shen, M. M., et al. (2014) · Cancer Cell · doi:10.1016/j.ccr.2014.03.017 · Cited by 319 · see citing works
Self-citationDirect reversal of glucocorticoid resistance by AKT inhibition in acute lymphoblastic leukemia
Piovan, E., Yu, J.-Y., Tosello, V., Herranz, D., Ambesi-Impiombato, A., da Silva, A. D., Sanchez-Martin, M., Pérez-García, A., Rigo, I., Castillo, M., et al. (2013) · Cancer Cell · doi:10.1016/j.ccr.2013.10.022 · Cited by 259 · see citing works
Self-citationKonishi, T., Watanabe, T., Kishimoto, J., Kotake, K., Muto, T., & Nagawa, H. (2007) · Gut · doi:10.1136/gut.2006.109157 · Cited by 249 · see citing works
Basso, K., Saito, M., Sumazin, P., Margolin, A. A., Wang, K., Lim, W.-K., Kitagawa, Y., Schneider, C., Alvarez, M. J., Califano, A., et al. (2009) · Blood · doi:10.1182/blood-2009-06-227017 · Cited by 246 · see citing works
Self-citationEzzat, K., Andaloussi, S. E., Zaghloul, E. M., Lehto, T., Lindberg, S., Moreno, P. M. D., Viola, J. R., Magdy, T., Abdo, R., Guterstam, P., et al. (2011) · Nucleic Acids Research · doi:10.1093/nar/gkr072 · Cited by 236 · see citing works
Self-citationChambers, B. S., Parkhouse, K., Ross, T. M., et al. (2015) · Cell Reports · doi:10.1016/j.celrep.2015.06.005 · Cited by 205 · see citing works
The recurrent architecture of tumour initiation, progression and drug sensitivity
Califano, A., & Alvarez, M. J. (2016) · Nature reviews. Cancer · doi:10.1038/nrc.2016.124 · Cited by 198 · see citing works
Self-citationWhich drug, and when, for patients with BRAF-mutant melanoma?
Jang, S., & Atkins, M. B. (2013) · The Lancet Oncology · doi:10.1016/s1470-2045(12)70539-9 · Cited by 180 · see citing works
Rajbhandari, P., López, G., Capdevila, C., Salvatori, B., Yu, J., Barrueco, R. R., Martínez, D., Yarmarkovich, M., Weichert‐Leahey, N., Abraham, B. J., et al. (2018) · Cancer Discovery · doi:10.1158/2159-8290.cd-16-0861 · Cited by 172 · see citing works
Self-citationVijayvergia, N., Boland, P. M., Handorf, E. A., Gustafson, K. S., Gong, Y., Cooper, H. S., Sheriff, F. S., Astsaturov, I. A., Cohen, S. J., & Engstrom, P. F. (2016) · British Journal of Cancer · doi:10.1038/bjc.2016.229 · Cited by 119 · see citing works
Walsh, L. A., Alvarez, M. J., Sabio, E. Y., Reyngold, M., Makarov, V., Mukherjee, S., Lee, K.-W., Desrichard, A., Turcan, Ş., Dalin, M. G., et al. (2017) · Cell Reports · doi:10.1016/j.celrep.2017.07.052 · Cited by 118 · see citing works
Self-citationBarrueco, R. R., Yu, J., Saucedo-Cuevas, L. P., Oliván, M., Llobet‐Navàs, D., Putcha, P., Castro, V., Murga-Penas, E., Collazo-Lorduy, A., Castillo-Martín, M., et al. (2015) · Genes & Development · doi:10.1101/gad.262642.115 · Cited by 108 · see citing works
Self-citationÖberg, K., Krenning, E. P., Sundin, A., Bodei, L., Kidd, M. S., Tesselaar, M. E. T., Ambrosini, V., Baum, R. P., Kulke, M. H., Pavel, M. E., et al. (2016) · Endocrine Connections · doi:10.1530/ec-16-0043 · Cited by 102 · see citing works
Self-citationThe origin of neuroendocrine tumors and the neural crest saga
Rosaí, J. (2011) · Modern Pathology · doi:10.1038/modpathol.2010.166 · Cited by 95 · see citing works
Prospective Enterprise-Level Molecular Genotyping of a Cohort of Cancer Patients
MacConaill, L. E., Garcia, E., Shivdasani, P., Ducar, M. D., Adusumilli, R., Breneiser, M., Byrne, M. N., Chung, L. P., Conneely, J., Crosby, L., et al. (2014) · Journal of Molecular Diagnostics · doi:10.1016/j.jmoldx.2014.06.004 · Cited by 87 · see citing works
Progression and treatment of HER2-positive breast cancer
Davoli, A., Hocevar, B. A., & Brown, T. L. (2009) · Cancer Chemotherapy and Pharmacology · doi:10.1007/s00280-009-1208-1 · Cited by 78 · see citing works
Towards patient-based cancer therapeutics
The Cancer Target Discovery and Development Network, Schreiber, S. L., Shamji, A. F., Clemons, P. A., Hon, C., Koehler, A. N., Muñoz, B., Palmer, M. A. J., Stern, A. M., Wagner, B. K., et al. (2010) · Nature Biotechnology · doi:10.1038/nbt0910-904 · Cited by 66 · see citing works
Self-citationGastroenteropancreatic neuroendocrine tumors: diagnosis and treatment.
Díez, M., Teulé, À., & Salazar, R. (2013) · PubMed · Cited by 58 · see citing works
Pfragner, R., Behmel, A., Höger, H., et al. (2009) · PubMed · Cited by 56 · see citing works
Self-citationEstablishment of a continuous cell line from a human carcinoid of the small intestine (KRJ-I)
Pfragner, R., Wirnsberger, G. H., Niederle, B., et al. (1996) · International Journal of Oncology · doi:10.3892/ijo.8.3.513 · Cited by 51 · see citing works
Self-citationBisikirska, B. C., Bansal, M., Shen, Y., Teruya‐Feldstein, J., Chaganti, R. S. K., & Califano, A. (2015) · Cancer Research · doi:10.1158/0008-5472.can-15-0828 · Cited by 49 · see citing works
Self-citationPredicting Drug Response in Human Prostate Cancer from Preclinical Analysis of In Vivo Mouse Models
Mitrofanova, A., Aytés, À., Zou, M., Shen, M. M., Abate-Shen, C. T., & Califano, A. (2015) · Cell Reports · doi:10.1016/j.celrep.2015.08.051 · Cited by 39 · see citing works
Self-citationImpact of centralization on aCGH-based genomic profiles for precision medicine in oncology
Commo, F., Ferté, C., Soria, J., Friend, S. H., André, F., & Guinney, J. (2014) · Annals of Oncology · doi:10.1093/annonc/mdu582 · Cited by 16 · see citing works
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Zhu, T., Liu, J., Beck, S., Pan, S., Capper, D., Lechner, M., Thirlwell, C., Breeze, C. E., & Teschendorff, A. E. (2022) · Nature Methods · doi:10.1038/s41592-022-01412-7 · Cited by 103 · see citing works
Glioblastoma epigenome profiling identifies SOX10 as a master regulator of molecular tumour subtype
Wu, Y., Fletcher, M., Gu, Z., Wang, Q., Costa, B., Bertoni, A., Man, K.-H., Schlotter, M., Felsberg, J., Mangei, J., et al. (2020) · Nature Communications · doi:10.1038/s41467-020-20225-w · Cited by 101 · see citing works
Klomp, M. J., Dalm, S. U., de Jong, M., Feelders, R. A., Hofland, J., & Hofland, L. J. (2021) · Reviews in Endocrine and Metabolic Disorders · doi:10.1007/s11154-020-09607-z · Cited by 69 · see citing works
Douglass, E. F., Allaway, R. J., Szalai, B., Wang, W., Tian, T., Fernández-Torras, A., Realubit, R., Karan, C., Zheng, S., Pessia, A., et al. (2022) · Cell Reports Medicine · doi:10.1016/j.xcrm.2021.100492 · Cited by 68 · see citing works
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Mundi, P. S., Dela Cruz, F. S., Grunn, A., Diolaiti, D., Mauguen, A., Rainey, A. R., Guillan, K. C., Siddiquee, A., You, D., Realubit, R., et al. (2021) · doi:10.1101/2021.10.03.462951 · Cited by 51 · see citing works
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- Authors
- Alvarez, M. J., Subramaniam, P. S., Tang, L. H., Grunn, A., Aburi, M., Rieckhof, G., Komissarova, E. V., Hagan, E. A., Bodei, L., Clemons, P. A., Dela Cruz, F. S., Dhall, D., Diolaiti, D., Fraker, D. A., Ghavami, A., Kaemmerer, D., Karan, C., Kidd, M., Kim, K. M., Kim, H. C., Kunju, L. P., Langel, Ü., Li, Z., Lee, J., Li, H., LiVolsi, V., Pfragner, R., Rainey, A. R., Realubit, R. B., Remotti, H., Regberg, J., Roses, R., Rustgi, A., Sepulveda, A. R., Serra, S., Shi, C., Yuan, X., Barberis, M., Bergamaschi, R., Chinnaiyan, A. M., Detre, T., Ezzat, S., Frilling, A., Hommann, M., Jaeger, D., Kim, M. K., Knudsen, B. S., Kung, A. L., Leahy, E., Metz, D. C., Milsom, J. W., Park, Y. S., Reidy-Lagunes, D., Schreiber, S., Washington, K., Wiedenmann, B., Modlin, I., & Califano, A.
- Affiliations
- DarwinHealth (United States) (US)
- Columbia University (US)
- Memorial Sloan Kettering Cancer Center (US)
- NYU Langone Health (US)
- Broad Institute (US)
- Cedars-Sinai Medical Center (US)
- University of Pennsylvania (US)
- Psychogenics (United States) (US)
- Zentralklinik Bad Berka (DE)
- Wren Laboratories (United States) (US)
- Samsung Medical Center (KR)
- University of Michigan (US)
- Stockholm University (SE)
- Medical University of Graz (AT)
- University Health Network (CA)
- Vanderbilt University Medical Center (US)
- European Institute of Oncology (IT)
- Stony Brook University (US)
- Howard Hughes Medical Institute (US)
- Imperial College London (GB)
- Heidelberg University (DE)
- Icahn School of Medicine at Mount Sinai (US)
- NewYork–Presbyterian Hospital (US)
- Charité – Universitätsmedizin Berlin (DE)
- Yale University (US)
- Columbia University Irving Medical Center (US)
- Corresponding author
- Modlin, Irvin
- Califano, Andrea
- ORCID
- Alvarez, Mariano J.
- Subramaniam, Prem S.
- Tang, Laura H.
- Grunn, Adina
- Aburi, Mahalaxmi
- Komissarova, Elena V.
- Hagan, Elizabeth A.
- Bodei, Lisa
- Clemons, Paul A.
- Diolaiti, Daniel
- Ghavami, Afshin
- Kaemmerer, Daniel
- Karan, Charles
- Kidd, Mark
- Kim, Hee C.
- Kunju, Lakshmi P.
- Langel, Ülo
- Li, Zhong
- Lee, Jeeyun
- Li, Hai
- LiVolsi, Virginia
- Rainey, Allison R.
- Realubit, Ronald B.
- Remotti, Helen
- Regberg, Jakob
- Roses, Robert
- Rustgi, Anil
- Sepulveda, Antonia R.
- Serra, Stefano
- Shi, Chanjuan
- Barberis, Massimo
- Bergamaschi, Roberto
- Chinnaiyan, Arul M.
- Ezzat, Shereen
- Frilling, Andrea
- Hommann, Merten
- Kim, Michelle K.
- Kung, Andrew L.
- Metz, David C.
- Milsom, Jeffrey W.
- Park, Young S.
- Schreiber, Stuart
- Wiedenmann, Bertram
- Califano, Andrea
- Venue
- Nature Genetics
- Published
- 2018-06-18
- Volume
- 50
- Issue
- 7
- Pages
- 979-989
- ISSN
- 1061-4036 (ISSN-L)
- 1546-1718
- PMC
- PMC6421579
- OpenAlex
- W2808357284
- Cited by
- 210
- References
- 45
- Citations by year
- 2026: 14 · 2025: 16 · 2024: 23 · 2023: 30 · 2022: 31 · 2021: 39 · 2020: 32 · 2019: 22 · 2018: 3
- FWCI
- 18.72
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Licence
- www.springer.com/tdm (tdm)
- Locations
- Nature Genetics (publishedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- Spiral (Imperial College London) (submittedVersion)
- Funders
- Swedish Cancer Foundation
- National Institutes of Health (1s10od021764-01, 1s10od012351-01)
- Irving Medical Center, Columbia University
- National Cancer Institute (U54CA209997, P50CA095103, U01CA217858, P30CA008748, R35CA197745)
- National Center for Research Resources (G20RR030860)
- Topics
- Health Sciences › Medicine › Epidemiology › Neuroendocrine Tumor Research Advances
- Health Sciences › Medicine › Neurology › Neuroblastoma Research and Treatments
- Physical Sciences › Computer Science › Computational Theory and Mathematics › Computational Drug Discovery Methods
- Keywords
- precision oncology, gastroenteropancreatic neuroendocrine tumors, drug prioritization, entinostat, immune evasion, gene expression profiling, metastatic neuroendocrine tumors
- MeSH terms
- Antineoplastic Agents, Benzamides, Histone Deacetylases, Humans, Intestinal Neoplasms, Pancreas, Pancreatic Neoplasms, Pyridines, Stomach Neoplasms, Cohort Studies, Neuroendocrine Tumors, Gastrointestinal Tract, Cell Line, Tumor, Histone Deacetylase Inhibitors, Precision Medicine
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