Functional genomics in vivo reveal metabolic dependencies of pancreatic cancer cells
Open accessAbstract
Pancreatic ductal adenocarcinoma (PDAC) cells require substantial metabolic rewiring to overcome nutrient limitations and immune surveillance. However, the metabolic pathways necessary for pancreatic tumor growth in vivo are poorly understood. To address this, we performed metabolism-focused CRISPR screens in PDAC cells grown in culture or engrafted in immunocompetent mice. While most metabolic gene essentialities are unexpectedly similar under these conditions, a small fraction of metabolic genes are differentially required for tumor progression. Among these, loss of heme synthesis reduces tumor growth due to a limiting role of heme in vivo, an effect independent of tissue origin or immune system. Our screens also identify autophagy as a metabolic requirement for pancreatic tumor immune evasion. Mechanistically, autophagy protects cancer cells from CD8+ T cell killing through TNFα-induced cell death in vitro. Altogether, this resource provides metabolic dependencies arising from microenvironmental limitations and the immune system, nominating potential anti-cancer targets.
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MHC-I expression is low at the PDAC cell surface and is predominantly localized within autophagosomes and lysosomes.
“MHC-I expression is low at the PDAC cell surface, instead found predominantly localized within autophagosomes and lysosomes227”
From Pancreatic cancer: Advances and challenges (2023) · cites this paper as [227]
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Defining a Cancer Dependency Map
Tsherniak, A., Vazquez, F., Montgomery, P. G., Weir, B. A., Kryukov, G., Cowley, G. S., Gill, S., Harrington, W. F., Pantel, S., Krill-Burger, J. M., et al. (2017) · Cell · doi:10.1016/j.cell.2017.06.010 · Cited by 3,276 · see citing works
Glycosylation in Cellular Mechanisms of Health and Disease
Ohtsubo, K., & Marth, J. D. (2006) · Cell · doi:10.1016/j.cell.2006.08.019 · Cited by 2,765 · see citing works
Ryan, D. P., Hong, T. S., & Bardeesy, N. (2014) · New England Journal of Medicine · doi:10.1056/nejmra1404198 · Cited by 2,348 · see citing works
Understanding the Intersections between Metabolism and Cancer Biology
Heiden, M. G. V., & DeBerardinis, R. J. (2017) · Cell · doi:10.1016/j.cell.2016.12.039 · Cited by 2,316 · see citing works
Glucose feeds the TCA cycle via circulating lactate
Hui, S., Ghergurovich, J. M., Morscher, R. J., Jang, C., Teng, X., Lu, W., Esparza, L. A., Reya, T., Zhan, L., Yanxiang Guo, J., et al. (2017) · Nature · doi:10.1038/nature24057 · Cited by 1,721 · see citing works
Pancreatic cancers require autophagy for tumor growth
Yang, S., Wang, X., Contino, G., Liesa, M., Sahin, E., Ying, H., Bause, A., Li, Y., Stommel, J. M., Dell'Antonio, G., et al. (2011) · Genes & Development · doi:10.1101/gad.2016111 · Cited by 1,498 · see citing works
Birsoy, K., Wang, T., Chen, W. W., Freinkman, E., Abu-Remaileh, M., & Sabatini, D. M. (2015) · Cell · doi:10.1016/j.cell.2015.07.016 · Cited by 1,388 · see citing works
Self-citationLactate Metabolism in Human Lung Tumors
Faubert, B., Li, K. Y., Cai, L., Hensley, C. T., Kim, J., Zacharias, L. G., Yang, C., Do, Q. N., Doucette, S., Burguete, D., et al. (2017) · Cell · doi:10.1016/j.cell.2017.09.019 · Cited by 1,343 · see citing works
Activated Ras requires autophagy to maintain oxidative metabolism and tumorigenesis
Guo, J. Y., Chen, H.-Y., Mathew, R., Fan, J., Strohecker, A. M., Karsli-Uzunbas, G., Kamphorst, J. J., Chen, G., Lemons, J. M. S., Karantza, V., et al. (2011) · Genes & Development · doi:10.1101/gad.2016311 · Cited by 1,323 · see citing works
Cysteine depletion induces pancreatic tumor ferroptosis in mice
Badgley, M. A., Kremer, D. M., Maurer, H. C., DelGiorno, K. E., Lee, H.-J., Purohit, V., Sagalovskiy, I. R., Ma, A., Kapilian, J., Firl, C. E. M., et al. (2020) · Science · doi:10.1126/science.aaw9872 · Cited by 1,294 · see citing works
Autophagy promotes immune evasion of pancreatic cancer by degrading MHC-I
Yamamoto, K., Venida, A., Yano, J., Biancur, D. E., Kakiuchi, M., Gupta, S., Sohn, A. S. W., Mukhopadhyay, S., Lin, E. Y., Parker, S. J., et al. (2020) · Nature · doi:10.1038/s41586-020-2229-5 · Cited by 1,240 · see citing works
Pancreatic stellate cells support tumour metabolism through autophagic alanine secretion
Sousa, C. M., Biancur, D. E., Wang, X., Halbrook, C. J., Sherman, M. H., Zhang, L., Kremer, D., Hwang, R. F., Witkiewicz, A. K., Ying, H., et al. (2016) · Nature · doi:10.1038/nature19084 · Cited by 1,122 · see citing works
Identification of essential genes for cancer immunotherapy
Patel, S. J., Sanjana, N. E., Kishton, R. J., Eidizadeh, A., Vodnala, S. K., Cam, M., Gartner, J. J., Jia, L., Steinberg, S. M., Yamamoto, T. N., et al. (2017) · Nature · doi:10.1038/nature23477 · Cited by 870 · see citing works
Xu, R., Pelicano, H., Zhou, Y. N., Carew, J. S., Feng, L., Bhalla, K. N., Keating, M. J., & Huang, P. (2005) · Cancer Research · doi:10.1158/0008-5472.613.65.2 · Cited by 835 · see citing works
Recent insights into the function of autophagy in cancerPreprint
Amaravadi, R. K., Kimmelman, A. C., & White, E. (2016) · Genes & Development · doi:10.1101/gad.287524.116 · Cited by 810 · see citing works
Transcriptional control of autophagy-lysosome function drives pancreatic cancer metabolism
Perera, R. M., Stoykova, S., Nicolay, B. N., Ross, K. N., Fitamant, J., Boukhali, M., Lengrand, J., Deshpande, V., Selig, M. K., Ferrone, C. R., et al. (2015) · Nature · doi:10.1038/nature14587 · Cited by 799 · see citing works
NFS1 undergoes positive selection in lung tumours and protects cells from ferroptosis
Alvarez, S. W., Sviderskiy, V. O., Terzi, E. M., Papagiannakopoulos, T., Moreira, A. L., Adams, S., Sabatini, D. M., Birsoy, K., & Possemato, R. (2017) · Nature · doi:10.1038/nature24637 · Cited by 787 · see citing works
Self-citationTumor necrosis factor and cancer, buddies or foes?
Wang, X., & Lin, Y. (2008) · Acta Pharmacologica Sinica · doi:10.1111/j.1745-7254.2008.00889.x · Cited by 730 · see citing works
Metabolic determinants of cancer cell sensitivity to glucose limitation and biguanides
Birsoy, K., Possemato, R., Lorbeer, F. K., Bayraktar, E. C., Thiru, P., Yucel, B., Wang, T., Chen, W. W., Clish, C. B., & Sabatini, D. M. (2014) · Nature · doi:10.1038/nature13110 · Cited by 710 · see citing works
Self-citationCantor, J. R., Abu-Remaileh, M., Kanarek, N., Freinkman, E., Gao, X., Louissaint, A., Lewis, C. A., & Sabatini, D. M. (2017) · Cell · doi:10.1016/j.cell.2017.03.023 · Cited by 611 · see citing works
Sullivan, M. R., Danai, L. V., Lewis, C. A., Chan, S. H., Gui, D. Y., Kunchok, T., Dennstedt, E. A., Vander Heiden, M. G., & Muir, A. (2019) · eLife · doi:10.7554/elife.44235 · Cited by 588 · see citing works
Tissue of origin dictates branched-chain amino acid metabolism in mutant <i>Kras</i> -driven cancers
Mayers, J. R., Torrence, M. E., Danai, L. V., Papagiannakopoulos, T., Davidson, S. M., Bauer, M. R., Lau, A. N., Ji, B. W., Dixit, P. D., Hosios, A. M., et al. (2016) · Science · doi:10.1126/science.aaf5171 · Cited by 582 · see citing works
Nrf2 Activation Promotes Lung Cancer Metastasis by Inhibiting the Degradation of Bach1
Lignitto, L., LeBoeuf, S. E., Homer, H., Jiang, S., Askenazi, M., Karakousi, T. R., Pass, H. I., Bhutkar, A. J., Tsirigos, A., Ueberheide, B., et al. (2019) · Cell · doi:10.1016/j.cell.2019.06.003 · Cited by 573 · see citing works
Metabolic Regulation of T Cell Longevity and Function in Tumor Immunotherapy
Kishton, R. J., Sukumar, M., & Restifo, N. P. (2017) · Cell Metabolism · doi:10.1016/j.cmet.2017.06.016 · Cited by 548 · see citing works
Titov, D. V., Cracan, V., Goodman, R. P., Peng, J., Grabarek, Z., & Mootha, V. K. (2016) · Science · doi:10.1126/science.aad4017 · Cited by 518 · see citing works
Autophagy is critical for pancreatic tumor growth and progression in tumors with p53 alterations
Yang, A., Rajeshkumar, N. V., Wang, X., Yabuuchi, S., Alexander, B. M., Chu, G. C., Von Hoff, D. D., Maitra, A., & Kimmelman, A. C. (2014) · Cancer Discovery · doi:10.1158/2159-8290.cd-14-0362 · Cited by 486 · see citing works
Natural Killer Cells and Cancer
Wu, J., & Lanier, L. L. (2003) · Advances in cancer research · doi:10.1016/s0065-230x(03)90004-2 · Cited by 435 · see citing works
Squalene accumulation in cholesterol auxotrophic lymphomas prevents oxidative cell death
García‐Bermúdez, J., Baudrier, L., Bayraktar, E. C., Shen, Y., La, K., Guarecuco, R., Yücel, B., Fiore, D., Tavora, B., Freinkman, E., et al. (2019) · Nature · doi:10.1038/s41586-019-0945-5 · Cited by 424 · see citing works
Self-citationImproving the metabolic fidelity of cancer models with a physiological cell culture medium
Voorde, J. V., Ackermann, T., Pfetzer, N., Sumpton, D. P., Mackay, G., Kalna, G., Nixon, C., Blyth, K., Gottlieb, E., & Tardito, S. (2019) · Science Advances · doi:10.1126/sciadv.aau7314 · Cited by 389 · see citing works
Tumor immune evasion arises through loss of TNF sensitivity
Kearney, C. J., Vervoort, S. J., Hogg, S. J., Ramsbottom, K. M., Freeman, A. J., Lalaoui, N., Pijpers, L., Michie, J., Brown, K. K., Knight, D. A., et al. (2018) · Science Immunology · doi:10.1126/sciimmunol.aar3451 · Cited by 381 · see citing works
How Many Transcription Factors Does It Take to Turn On the Heme Oxygenase-1 Gene?
Alam, J., & Cook, J. L. (2006) · American Journal of Respiratory Cell and Molecular Biology · doi:10.1165/rcmb.2006-0340tr · Cited by 378 · see citing works
Yang, A., Herter-Sprie, G., Zhang, H., Lin, E. Y., Biancur, D., Wang, X., Deng, J., Hai, J., Yang, S., Wong, K.-K., et al. (2018) · Cancer Discovery · doi:10.1158/2159-8290.cd-17-0952 · Cited by 349 · see citing works
Oncogenic KRAS supports pancreatic cancer through regulation of nucleotide synthesis
Santana-Codina, N., Roeth, A. A., Zhang, Y., Yang, A., Mashadova, O., Asara, J. M., Wang, X., Bronson, R. T., Lyssiotis, C. A., Ying, H., et al. (2018) · Nature Communications · doi:10.1038/s41467-018-07472-8 · Cited by 252 · see citing works
Macroautophagy is dispensable for growth of KRAS mutant tumors and chloroquine efficacy
Eng, C. H., Wang, Z., Tkach, D., Toral‐Barza, L., Ugwonali, S., Liu, S., Fitzgerald, S., George, E., Frias, E., Cochran, N. R., et al. (2015) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1515617113 · Cited by 228 · see citing works
Pancreatic Cancer Metabolism: Breaking It Down to Build It Back Up
Perera, R. M., & Bardeesy, N. M. (2015) · Cancer Discovery · doi:10.1158/2159-8290.cd-15-0671 · Cited by 213 · see citing works
Revealing Global Regulatory Perturbations across Human Cancers
Goodarzi, H., Elemento, O., & Tavazoie, S. (2009) · Molecular Cell · doi:10.1016/j.molcel.2009.11.016 · Cited by 201 · see citing works
Self-citationMinton, D. R., Nam, M., McLaughlin, D. J., Shin, J., Bayraktar, E. C., Alvarez, S., Sviderskiy, V. O., Papagiannakopoulos, T. Y., Sabatini, D. M., Birsoy, K., et al. (2018) · Molecular Cell · doi:10.1016/j.molcel.2018.01.024 · Cited by 192 · see citing works
Self-citationWEISS, L., HOFFMANN, G. E., Schreiber, R., Andres, H. H., Fuchs, E., KÖRBER, E., & Kolb, H. J. (1986) · Biological Chemistry Hoppe-Seyler · doi:10.1515/bchm3.1986.367.2.905 · Cited by 190 · see citing works
Autophagy inhibition enhances PD-L1 expression in gastric cancer
Wang, X., Wu, W. K. K., Gao, J., Li, Z., Dong, B., Lin, X., Li, Y., Li, Y., Gong, J., Qi, C., et al. (2019) · Journal of Experimental & Clinical Cancer Research · doi:10.1186/s13046-019-1148-5 · Cited by 186 · see citing works
Loi, M., Mueller, A., Steinbach, K., Niven, J., da Silva, R. B., Paul, P., Ligeon, L., Caruso, A., Albrecht, R. A., Becker, A. C., et al. (2016) · Cell Reports · doi:10.1016/j.celrep.2016.04.002 · Cited by 173 · see citing works
Autophagy regulates inflammatory programmed cell death via turnover of RHIM-domain proteins
Lim, J., Park, H., Heisler, J., Maculins, T., Roose‐Girma, M., Xu, M., McKenzie, B. S., Campagne, M. V. L., Newton, K., & Murthy, A. (2019) · eLife · doi:10.7554/elife.44452 · Cited by 119 · see citing works
Induction of heme oxygenase-1 by hypoxia and free radicals in human dermal fibroblasts
Panchenko, M. V., Farber, H. W., & Korn, J. H. (2000) · American Journal of Physiology-Cell Physiology · doi:10.1152/ajpcell.2000.278.1.c92 · Cited by 113 · see citing works
CHP1 Regulates Compartmentalized Glycerolipid Synthesis by Activating GPAT4
Zhu, X. G., Nicholson, S. P. V., Shen, Y., La, K., Özlü, C., Wang, T., Klompstra, D., Gültekin, Y., Chi, J., Fidelin, J., et al. (2019) · Molecular Cell · doi:10.1016/j.molcel.2019.01.037 · Cited by 105 · see citing works
Self-citationLin, K., Xie, A., Rutter, J. C., Ahn, Y.-R., Lloyd-Cowden, J. M., Nichols, A., Soderquist, R. S., Koves, T. R., Muoio, D. M., MacIver, N. J., et al. (2019) · Cell Metabolism · doi:10.1016/j.cmet.2019.01.011 · Cited by 102 · see citing works
Cancer Cells Upregulate NRF2 Signaling to Adapt to Autophagy Inhibition
Towers, C. G., Fitzwalter, B. E., Regan, D. P., Goodspeed, A. E., Morgan, M. J., Liu, C., Gustafson, D. L., & Thorburn, A. M. (2019) · Developmental Cell · doi:10.1016/j.devcel.2019.07.010 · Cited by 96 · see citing works
Yamaguchi, N., Weinberg, E. M., Nguyen, A., Liberti, M. V., Goodarzi, H., Janjigian, Y. Y., Paty, P. B., Saltz, L. B., Kingham, T. P., Loo, J. M., et al. (2019) · eLife · doi:10.7554/elife.52135 · Cited by 91 · see citing works
Self-citationHeme oxygenase and iron: from bacteria to humans
Li, C., & Stocker, R. (2009) · Redox Report · doi:10.1179/135100009x392584 · Cited by 61 · see citing works
Upregulated heme biosynthesis, an exploitable vulnerability in MYCN-driven leukemogenesis
Fukuda, Y., Wang, Y., Lian, S., Lynch, J., Nagai, S., Fanshawe, B., Kandilci, A., Janke, L. J., Neale, G. A. M., Fan, Y., et al. (2017) · JCI Insight · doi:10.1172/jci.insight.92409 · Cited by 52 · see citing works
Orvedahl, A., McAllaster, M. R., Sansone, A., Dunlap, B. F., Desai, C., Wang, Y., Balce, D. R., Luke, C. J., Lee, S., Orchard, R. C., et al. (2019) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1822157116 · Cited by 39 · see citing works
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Pancreatic cancer: Advances and challenges
Halbrook, C. J., Lyssiotis, C. A., Pasca di Magliano, M., & Maitra, A. (2023) · Cell · doi:10.1016/j.cell.2023.02.014 · Cited by 1,321 · see citing works
Targeting cancer metabolism in the era of precision oncology
Stine, Z. E., Schug, Z. T., Salvino, J. M., & Dang, C. V. (2022) · Nature Reviews Drug Discovery · doi:10.1038/s41573-021-00339-6 · Cited by 1,189 · see citing works
Nucleotide metabolism: a pan-cancer metabolic dependency
Mullen, N. J., & Singh, P. K. (2023) · Nature reviews. Cancer · doi:10.1038/s41568-023-00557-7 · Cited by 475 · see citing works
Finley, L. W. S. (2023) · Cell · doi:10.1016/j.cell.2023.01.038 · Cited by 331 · see citing works
A non-canonical tricarboxylic acid cycle underlies cellular identity
Arnold, P. K., Jackson, B. T., Paras, K. I., Brunner, J. S., Hart, M. L., Newsom, O. J., Alibeckoff, S. P., Endress, J., Drill, E., Sullivan, L. B., et al. (2022) · Nature · doi:10.1038/s41586-022-04475-w · Cited by 304 · see citing works
To metabolomics and beyond: a technological portfolio to investigate cancer metabolism
Danzi, F., Pacchiana, R., Mafficini, A., Scupoli, M. T., Scarpa, A., Donadelli, M., & Fiore, A. (2023) · Signal Transduction and Targeted Therapy · doi:10.1038/s41392-023-01380-0 · Cited by 252 · see citing works
Metabolic networks in mutant KRAS-driven tumours: tissue specificities and the microenvironment
Kerk, S. A., Papagiannakopoulos, T. Y., Shah, Y. M., & Lyssiotis, C. A. (2021) · Nature reviews. Cancer · doi:10.1038/s41568-021-00375-9 · Cited by 238 · see citing works
Harnessing metabolic dependencies in pancreatic cancers
Encarnación-Rosado, J., & Kimmelman, A. C. (2021) · Nature Reviews Gastroenterology & Hepatology · doi:10.1038/s41575-021-00431-7 · Cited by 180 · see citing works
Metabolic analysis as a driver for discovery, diagnosis, and therapy
DeBerardinis, R. J., & Keshari, K. R. (2022) · Cell · doi:10.1016/j.cell.2022.06.029 · Cited by 172 · see citing works
Barriers and opportunities in pancreatic cancer immunotherapy
Ju, Y., Xu, D., Liao, M.-M., Sun, Y., Bao, W.-D., Yao, F., & Ma, L. (2024) · npj Precision Oncology · doi:10.1038/s41698-024-00681-z · Cited by 167 · see citing works
Autophagy Regulates Stress Responses, Metabolism, and Anticancer Immunity
White, E., Lattime, E. C., & Guo, J. Y. (2021) · Trends in cancer · doi:10.1016/j.trecan.2021.05.003 · Cited by 136 · see citing works
The biological underpinnings of therapeutic resistance in pancreatic cancerPreprint
Beatty, G. L., Werba, G., Lyssiotis, C. A., & Simeone, D. M. (2021) · Genes & Development · doi:10.1101/gad.348523.121 · Cited by 133 · see citing works
Compartmentalized metabolism supports midgestation mammalian development
Solmonson, A., Faubert, B., Gu, W., Rao, A. D., Cowdin, M. A., Menendez-Montes, I., Kelekar, S., Rogers, T. J., Pan, C., Guevara, G., et al. (2022) · Nature · doi:10.1038/s41586-022-04557-9 · Cited by 113 · see citing works
Activation of the NRF2 antioxidant program sensitizes tumors to G6PD inhibition
Ding, H., Chen, Z., Wu, K., Huang, S. M., Wu, W., LeBoeuf, S. E., Pillai, R., Rabinowitz, J. D., & Papagiannakopoulos, T. Y. (2021) · Science Advances · doi:10.1126/sciadv.abk1023 · Cited by 99 · see citing works
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Soula, M., Ünlü, G., Welch, R. L., Chudnovskiy, A., Uygur, B., Shah, V., Alwaseem, H., Bunk, P., Subramanyam, V., Yeh, H.-W., et al. (2024) · Nature · doi:10.1038/s41586-024-07787-1 · Cited by 96 · see citing works
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Zhu, Y.-H., Zheng, J.-H., Jia, Q.-Y., Duan, Z., Yao, H., Yang, J., Sun, Y., Jiang, S.-H., Liu, D., & Huo, Y. (2022) · Cellular Oncology · doi:10.1007/s13402-022-00741-1 · Cited by 96 · see citing works
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Gregorio, J. D., Petricca, S., Iorio, R., Toniato, E., & Flati, V. (2022) · European Journal of Cell Biology · doi:10.1016/j.ejcb.2022.151225 · Cited by 93 · see citing works
Emerging mechanisms and promising approaches in pancreatic cancer metabolism
Wu, H., Fu, M., Wu, M., Cao, Z., Zhang, Q., & Liu, Z. (2024) · Cell Death and Disease · doi:10.1038/s41419-024-06930-0 · Cited by 87 · see citing works
García‐Bermúdez, J., Badgley, M. A., Prasad, S., Baudrier, L., Liu, Y., La, K., Soula, M., Williams, R. T., Yamaguchi, N., Hwang, R. F., et al. (2022) · Nature Metabolism · doi:10.1038/s42255-022-00583-z · Cited by 84 · see citing works
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Gouirand, V., Gicquel, T., Lien, E. C., Jaune, E., Costa, Q. D., Finetti, P., Metay, E., Duluc, C., Mayers, J. R., Audebert, S., et al. (2022) · The EMBO Journal · doi:10.15252/embj.2021110466 · Cited by 75 · see citing works
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Assi, M., & Kimmelman, A. C. (2023) · Nature Cancer · doi:10.1038/s43018-023-00546-7 · Cited by 75 · see citing works
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Self-citationNiu, N., Shen, X., Zhang, L., Chen, Y., Lü, P., Yang, W., Liu, M., Shi, J., Xu, D., Tang, Y., et al. (2022) · Advanced Science · doi:10.1002/advs.202202937 · Cited by 55 · see citing works
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Zhou, Y., Zeng, L., Cai, L., Wang, Z., Liu, X., Xiao, Y., Jin, X., Bai, Y., Lai, M., Li, H., et al. (2025) · Nature Communications · doi:10.1038/s41467-025-56456-y · Cited by 52 · see citing works
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CRISPR based therapeutics: a new paradigm in cancer precision medicine
Das, S., Bano, S., Kapse, P., & Kundu, G. C. (2022) · Molecular Cancer · doi:10.1186/s12943-022-01552-6 · Cited by 45 · see citing works
Metabolic adaptations of cancer in extreme tumor microenvironments
Nakahara, R., Maeda, K., Aki, S., & Osawa, T. (2023) · Cancer Science · doi:10.1111/cas.15722 · Cited by 44 · see citing works
Autophagy Contributes to Metabolic Reprogramming and Therapeutic Resistance in Pancreatic Tumors
Reyes‐Castellanos, G., Hadi, N. A., & Carrier, A. (2022) · Cells · doi:10.3390/cells11030426 · Cited by 37 · see citing works
Mitochondria and CancerPreprint
Kenny, T. C., & Birsoy, K. (2024) · Cold Spring Harbor Perspectives in Medicine · doi:10.1101/cshperspect.a041534 · Cited by 35 · see citing works
Self-citationHeme metabolism in nonerythroid cells
Dunaway, L. S., Loeb, S. A., Petrillo, S., Tolosano, E., & Isakson, B. E. (2024) · Journal of Biological Chemistry · doi:10.1016/j.jbc.2024.107132 · Cited by 33 · see citing works
Cancer metabolism within tumor microenvironments
Aki, S., Nakahara, R., Maeda, K., & Osawa, T. (2023) · Biochimica et Biophysica Acta (BBA) - General Subjects · doi:10.1016/j.bbagen.2023.130330 · Cited by 31 · see citing works
Porphyrin overdrive rewires cancer cell metabolism
Adapa, S. R., Hunter, G. A., Amin, N. E., Marinescu, C., Borsky, A., Sagatys, E. M., Sebti, S. M., Reuther, G. W., Ferreira, G. C., & Jiang, R. H. Y. (2024) · Life Science Alliance · doi:10.26508/lsa.202302547 · Cited by 30 · see citing works
Challenges in Studying Stem Cell Metabolism
Perez-Ramirez, C. A., & Christofk, H. R. (2021) · Cell stem cell · doi:10.1016/j.stem.2021.02.016 · Cited by 29 · see citing works
The prognostic value of an autophagy-related lncRNA signature in hepatocellular carcinoma
Yang, S., Zhou, Y., Zhang, X., Wang, L., Fu, J., Zhao, X., & Liu, Y. (2021) · BMC Bioinformatics · doi:10.1186/s12859-021-04123-6 · Cited by 30 · see citing works
Self-citationENT1 blockade by CNX-774 overcomes resistance to DHODH inhibition in pancreatic cancer
Mullen, N. J., Thakur, R. K., Shukla, S. K., Chaika, N. V., Kollala, S. S., Wang, D., He, C., Fujii, Y., Sharma, S., Mulder, S. E., et al. (2022) · Cancer Letters · doi:10.1016/j.canlet.2022.215981 · Cited by 30 · see citing works
Methods and applications of in vivo CRISPR screening
Santinha, A. J., Strano, A., & Platt, R. J. (2025) · Nature Reviews Genetics · doi:10.1038/s41576-025-00873-8 · Cited by 29 · see citing works
Zhu, J., Xiong, Y., Zhang, Y., Liang, H., Cheng, K., Lu, Y., Cai, G., Wu, Y. F., Fan, Y., Chen, X., et al. (2025) · 癌症:英文版 · doi:10.1002/cac2.70036 · Cited by 26 · see citing works
Metabolic plasticity in pancreatic cancer: The mitochondrial connection
Noemi, G., Abbo, D., Anastasia, B., Costamagna, A., Porporato, P. E., & Martini, M. (2024) · Molecular Metabolism · doi:10.1016/j.molmet.2024.102089 · Cited by 24 · see citing works
Beyond glucose and Warburg: finding the sweet spot in cancer metabolism models
Hammond, N. G., Cameron, R. B., & Faubert, B. (2024) · npj Metabolic Health and Disease · doi:10.1038/s44324-024-00017-2 · Cited by 23 · see citing works
Gu, Y., Zhang, Z., Camps, M. G. M., OSSENDORP, F. A., Wijdeven, R. H. M., & ten Dijke, P. (2023) · Science Advances · doi:10.1126/sciadv.adf9915 · Cited by 23 · see citing works
Metabolic landscape of disseminated cancer dormancy
Drápela, S., Garcia, B. M., Gomes, A. P., & Correia, A. L. (2024) · Trends in cancer · doi:10.1016/j.trecan.2024.10.005 · Cited by 22 · see citing works
An Analysis of the Multifaceted Roles of Heme in the Pathogenesis of Cancer and Related Diseases
Wang, T., Ashrafi, A., Modareszadeh, P., Deese, A. R., Castro, M. D. C. C., Alemi, P. S., & Li, Z. (2021) · Cancers · doi:10.3390/cancers13164142 · Cited by 20 · see citing works
Ishida, C. T., Myers, S. L., Shao, W., McGuire, M. R., Liu, C., Kubota, C. S., Ewachiw, T. E., Mukhopadhyay, D., Ke, S., Wang, H., et al. (2024) · Cancer Research Communications · doi:10.1158/2767-9764.crc-24-0120 · Cited by 19 · see citing works
Öztürk, H., Cingoz, H., Tufan, T., Yang, J., Adair, S. J., Tummala, K. S., Kuscu, C., Kinali, M., Cömertpay, G., Nagdas, S., et al. (2022) · Developmental Cell · doi:10.1016/j.devcel.2022.04.014 · Cited by 18 · see citing works
Bian, Z., Xu, C., Wang, X., Zhang, B., Xiao, Y., Liu, L., Zhao, S., Huang, N., Yang, F., Zhang, Y., et al. (2024) · Advanced Science · doi:10.1002/advs.202402578 · Cited by 18 · see citing works
The Role of Stroma in Cancer MetabolismPreprint
Kimmelman, A. C., & Sherman, M. H. (2023) · Cold Spring Harbor Perspectives in Medicine · doi:10.1101/cshperspect.a041540 · Cited by 18 · see citing works
What’s on the menu?: metabolic constraints in the pancreatic tumor microenvironment
Sheehan, C. S., & Muir, A. (2025) · Journal of Clinical Investigation · doi:10.1172/jci191940 · Cited by 18 · see citing works
De novo pyrimidine biosynthesis inhibition synergizes with BCL-XL targeting in pancreatic cancer
Zhang, H., Santana-Codina, N., Yu, Q., Poupault, C. L., Campos, C., Qin, X., Sindoni, N., Ciscar, M., Padhye, A., Kuljanin, M., et al. (2025) · Nature Communications · doi:10.1038/s41467-025-61242-x · Cited by 19 · see citing works
Prkci Regulates Autophagy and Pancreatic Tumorigenesis in Mice
Inman, K. S., Liu, Y., Scotti, M. L., Leitges, M., Krishna, M., Crawford, H. C., Fields, A. P., & Murray, N. R. (2022) · Cancers · doi:10.3390/cancers14030796 · Cited by 16 · see citing works
Self-citationPancreatic ductal adenocarcinoma: Emerging therapeutic strategies
Osei‐Bordom, D., Serifis, N., Brown, Z. J., Hewitt, D. B., Lawal, G., Sachdeva, G. S., Cloonan, D. J., & Pawlik, T. M. (2022) · Surgical Oncology · doi:10.1016/j.suronc.2022.101803 · Cited by 17 · see citing works
Allocco, A. L., Bertino, F., Petrillo, S., Chiabrando, D., Riganti, C., Bardelli, A., Altruda, F., Fiorito, V., & Tolosano, E. (2022) · Cancers · doi:10.3390/cancers14051230 · Cited by 12 · see citing works
Yamaguchi, N., Wu, Y. G., Ravetch, E., Takahashi, M., Khan, A. G., Hayashi, A., Mei, W., Hsu, D. J., Umeda, S., de Stanchina, E., et al. (2024) · Cancer Discovery · doi:10.1158/2159-8290.cd-23-1323 · Cited by 12 · see citing works
Self-citationPedrosa, L., Foguet, C., Oliveres, H., Archilla, I., de Herreros, M. G., Rodríguez, A., Postigo, A. A., Benítez‐Ribas, D., Camps, J., Cuatrecasas, M., et al. (2022) · Frontiers in Immunology · doi:10.3389/fimmu.2022.926304 · Cited by 11 · see citing works
Uncovering Porphyrin Accumulation in the Tumor Microenvironment
Adapa, S. R., Sami, A., Meshram, P. U., Ferreira, G. C., & Jiang, R. H. Y. (2024) · Genes · doi:10.3390/genes15070961 · Cited by 11 · see citing works
Lessons to Learn for Adequate Targeted Therapy Development in Metastatic Colorectal Cancer Patients
Oliveres, H., Pesántez, D., & Maurel, J. (2021) · International Journal of Molecular Sciences · doi:10.3390/ijms22095019 · Cited by 11 · see citing works
Yamamoto, K., Iwadate, D., Naito, E., Tateishi, K., & Fujishiro, M. (2023) · Current Opinion in Biotechnology · doi:10.1016/j.copbio.2023.103012 · Cited by 10 · see citing works
Unearthing FLVCR1a: tracing the path to a vital cellular transporter
Fiorito, V., & Tolosano, E. (2024) · Cellular and Molecular Life Sciences · doi:10.1007/s00018-024-05205-3 · Cited by 10 · see citing works
De Novo Purine Metabolism is a Metabolic Vulnerability of Cancers with Low p16 Expression
Tangudu, N. K., Buj, R., Wang, H., Wang, J., Cole, A. R., Uboveja, A., Fang, R. S., Amalric, A., Yang, B., Chatoff, A. G., et al. (2024) · Cancer Research Communications · doi:10.1158/2767-9764.crc-23-0450 · Cited by 13 · see citing works
Nair, R., Vu, A. H., Freer, A. K., Bhatia, K. S., Wang, D., Savani, M. R., Matulis, S. M., Lonial, S., Jaye, D. L., Boise, L., et al. (2024) · Blood · doi:10.1182/blood.2024025690 · Cited by 10 · see citing works
Impaired mitochondrial metabolism is a critical cancer vulnerability for MYC inhibitors
Yang, W. Y., Guo, Q., Quan, S., Chalmers, Z. R., Parker, J. B., Truica, M. I., Dufficy, M. F., Kerber, M. M., Vasan, K., Gupta, D. G., et al. (2025) · Science Advances · doi:10.1126/sciadv.adw5228 · Cited by 10 · see citing works
Levin, S., Tomasini, M. D., Knox, J., Shirani, M., Shebl, B., Requena, D., Clark, J., Heissel, S., Alwaseem, H., Surjan, R. C. T., et al. (2023) · Science Advances · doi:10.1126/sciadv.adg7038 · Cited by 10 · see citing works
Self-citationMetabolic plasticity in pancreatic ductal adenocarcinoma progression and response to treatment
Ma, J., Bhardwaj, V., Lobie, P. E., & Pandey, V. (2026) · Molecular Cancer · doi:10.1186/s12943-026-02620-x · Cited by 10 · see citing works
Autophagy modulation in cancer
Guilbaud, E., Ryan, K. M., Green, D. R., & Galluzzi, L. (2026) · Nature Reviews Drug Discovery · doi:10.1038/s41573-026-01449-9 · Cited by 10 · see citing works
Recreating metabolic interactions of the tumour microenvironment
Curvello, R., Berndt, N., Hauser, S., & Loessner, D. (2024) · Trends in Endocrinology and Metabolism · doi:10.1016/j.tem.2023.12.005 · Cited by 9 · see citing works
Lam, S., Thomas, J. C., & Jackson, S. P. (2024) · Genome Medicine · doi:10.1186/s13073-024-01414-4 · Cited by 8 · see citing works
Inhibition of MBTPS1 enhances antitumor immunity and potentiates anti-PD-1 immunotherapy
Wang, Y.-Y., Lin, J., Wu, W.-W., Fu, Z., Cao, F., Chen, Y., Mo, H., Hui, S., Liu, Z., Zeng, Z.-L., et al. (2025) · Nature Communications · doi:10.1038/s41467-025-59193-4 · Cited by 10 · see citing works
Cell of Origin of Pancreatic cancer
Zheng, C., Wang, J., Wang, J., Zhang, Q., & Liang, T. (2024) · Pancreas · doi:10.1097/mpa.0000000000002301 · Cited by 8 · see citing works
Autophagy and the pancreas: Healthy and disease states
Zhou, Z., Zhang, P., Li, J., Yao, J., Jiang, Y., Wan, M., Tang, W., & Liu, L. (2024) · Frontiers in Cell and Developmental Biology · doi:10.3389/fcell.2024.1460616 · Cited by 7 · see citing works
High-throughput screening for optimizing adoptive T cell therapies
Zhang, Y., Xu, Q., Gao, Z., Zhang, H., Xie, X., & Li, M. (2024) · Experimental Hematology and Oncology · doi:10.1186/s40164-024-00580-w · Cited by 7 · see citing works
Manco, M., Ammirata, G., Petrillo, S., Giorgio, F. D., Fontana, S., Riganti, C., Provero, P., Fagoonee, S., Altruda, F., & Tolosano, E. (2024) · Biomolecules · doi:10.3390/biom14020149 · Cited by 7 · see citing works
p53 increases phospholipid headgroup scavenging in senescence
Yashinskie, J. J., Zhu, X., McGregor, G. H., Wessendorf-Rodriguez, K. A., Paras, K. I., Brunner, J. S., Jackson, B. T., Xie, A., Koche, R. P., Metallo, C. M., et al. (2026) · Nature Cell Biology · doi:10.1038/s41556-025-01853-0 · Cited by 7 · see citing works
Self-citationXie, H., Guo, W., Jiang, H., Zhang, T., Zhao, L., Hu, J., Gao, S., Song, S., Xu, J., Li, X., et al. (2024) · Advanced Science · doi:10.1002/advs.202308569 · Cited by 7 · see citing works
Applying CRISPR Screen in Diabetes Research
Peng, Y., & Morrow, N. (2021) · Diabetes · doi:10.2337/dbi20-0047 · Cited by 7 · see citing works
Reprogrammed mitochondria: a central hub of cancer cell metabolism
Ciccarone, F., & Ciriolo, M. R. (2024) · Biochemical Society Transactions · doi:10.1042/bst20231090 · Cited by 7 · see citing works
Gong, Y., & Weinberg, S. E. (2025) · Biomolecules · doi:10.3390/biom15121687 · Cited by 6 · see citing works
Iron and metabolic rewiring in cancer
Ciscar, M., Rodríguez-Santana, C., & Santana-Codina, N. (2026) · Oncogenesis · doi:10.1038/s41389-025-00595-w · Cited by 9 · see citing works
Valvo, V. M., Zhang, Q., Jiang, L., Holcomb, E. A., Pearson, A. N., Edmunds, A. G., Faulkner, H., James, J. G., Tate, A., Huber, A. K., et al. (2024) · Molecular Cancer Therapeutics · doi:10.1158/1535-7163.mct-24-0210 · Cited by 6 · see citing works
Wu, D., Zhu, C.-B., Pan, H., Xu, H., Xu, J., Liu, Y., Wang, S., Xiao, M.-M., Yu, X.-J., & Shi, S. (2026) · Gut · doi:10.1136/gutjnl-2025-336235 · Cited by 5 · see citing works
Self-citationEstablishment of Canine Oral Mucosal Melanoma Cell Lines and Their Xenogeneic Animal Models
Li, S., Liu, Z., Lv, J., Lv, D., Xu, H., Shi, H., Liu, G., Lin, D., & Jin, Y. (2024) · Cells · doi:10.3390/cells13110992 · Cited by 5 · see citing works
Arrayed CRISPR/Cas9 Screening for the Functional Validation of Cancer Genetic Dependencies
Proietti, L., Manhart, G., Heyes, E. C., Troester, S., & Grebien, F. (2022) · BIO-PROTOCOL · doi:10.21769/bioprotoc.4577 · Cited by 5 · see citing works
Modelling and deciphering tumour metabolism in CRISPR screens
Zuber, J. A., & Palm, W. (2024) · Nature reviews. Cancer · doi:10.1038/s41568-024-00758-8 · Cited by 5 · see citing works
Divergent iron regulatory states contribute to heterogeneity in breast cancer aggressiveness
Leineweber, W. D., Rowell, M. Z., Ranamukhaarachchi, S. K., Walker, A., Li, Y., Villazon, J. I., Mestre‐Farrera, A., Hu, Z., Yang, J., Shi, L., et al. (2024) · iScience · doi:10.1016/j.isci.2024.110661 · Cited by 5 · see citing works
Garcia, J. H., Akins, E. A., Jain, S., Wolf, K. J., Zhang, J. Y., Choudhary, N. R., Lad, M., Shukla, P. D., Gill, S. A., Carson, W., et al. (2023) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2023.02.23.529575 · Cited by 4 · see citing works
Lu, Y., Stoof, J., Tanoé, Y. R., Walsh, N., Bijlsma, M. F., Lei, H., Chen, T., Grahovac, J., Grützmann, R., & Pilarsky, C. P. (2025) · Seminars in Cancer Biology · doi:10.1016/j.semcancer.2025.07.004 · Cited by 3 · see citing works
The Dual Role of Autophagy in Cancer: Mechanisms and Therapeutic Strategies
Gao, X.-Z., Qin, Y., Wan, H., Lu, G. X., & Shen, H. (2026) · MedComm – Oncology · doi:10.1002/mog2.70064 · Cited by 3 · see citing works
Stem cells: Mitochondrial biogenesis links growth and EGFR signaling
Gervais, L., & Bardin, A. J. (2022) · Current Biology · doi:10.1016/j.cub.2022.08.002 · Cited by 3 · see citing works
Distinct Essentiality of the Mitochondrial Respiratory Chain in Proliferating Cells In Vivo
Bosc, C., & Chandel, N. S. (2024) · Annual Review of Cancer Biology · doi:10.1146/annurev-cancerbio-061424-125611 · Cited by 3 · see citing works
P3H4 Promotes Malignant Progression of Lung Adenocarcinoma via Interaction with EGFR
Chen, F., Liang, Y., Huang, Y., Jiang, D., Li, J., Ma, H., Guo, L., Jiang, W., & Feng, Y. (2022) · Cancers · doi:10.3390/cancers14133243 · Cited by 3 · see citing works
Porphyrin overdrive rewires pan-cancer cell metabolismPreprint
Adapa, S. R., Hunter, G. A., Amin, N. E., Marinescu, C., Borsky, A., Sagatys, E. M., Sebti, S. M., Reuther, G. W., Ferreira, G. C., & Jiang, R. H. Y. (2022) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2022.02.18.481061 · Cited by 3 · see citing works
Context‐Specific Metabolic Alterations in HPRT1 Knockout Cells Within a 3D Culture System
Tabata, S., Fujimoto, I., Soga, T., & Makinoshima, H. (2025) · Cancer Medicine · doi:10.1002/cam4.71452 · Cited by 2 · see citing works
A high throughput assay for phosphoribosylformylglycinamidine synthase
Sharma, N., Otsuka, Y., Scampavia, L. D., Spicer, T., & French, J. B. (2025) · SLAS DISCOVERY · doi:10.1016/j.slasd.2025.100212 · Cited by 2 · see citing works
- Authors
- Zhu, X. G., Chudnovskiy, A., Baudrier, L., Prizer, B., Liu, Y., Ostendorf, B. N., Yamaguchi, N., Arab, A., Tavora, B., Timson, R., Heissel, S., de Stanchina, E., Molina, H., Victora, G. D., Goodarzi, H., & Birsoy, K.
- Affiliations
- Rockefeller University (US)
- University of California, San Francisco (US)
- Corresponding author
- Birsoy, Kıvanç
- ORCID
- Venue
- Cell Metabolism
- Publisher
- Elsevier BV
- Published
- 2021-01
- Volume
- 33
- Issue
- 1
- Pages
- 211-221.e6
- ISSN
- 1550-4131 (ISSN-L)
- PMC
- PMC7790894
- OpenAlex
- W3095207864
- Cited by
- 130
- References
- 49
- Citations by year
- 2026: 22 · 2025: 19 · 2024: 33 · 2023: 14 · 2022: 28 · 2021: 14
- FWCI
- 5.33
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Licence
- Locations
- Cell Metabolism (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- Funders
- Pershing Square Foundation
- American Association for Cancer Research
- National Institutes of Health
- Robertson Foundation
- Topics
- Health Sciences › Medicine › Oncology › Pancreatic and Hepatic Oncology Research
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Cancer Research › Cancer, Hypoxia, and Metabolism
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Cancer Research › Cancer, Lipids, and Metabolism
- Keywords
- pancreatic ductal adenocarcinoma, cancer metabolism, metabolic dependencies, heme biosynthesis, autophagy, tumor immune evasion, CRISPR screen, tumor microenvironment, anticancer drug targets
- MeSH terms
- Animals, Cell Survival, Cells, Cultured, Humans, Mice, Inbred C57BL, Mice, Transgenic, Neoplasms, Experimental, Pancreatic Neoplasms, Mice, Inbred NOD, Mice, Knockout, Carcinoma, Pancreatic Ductal, Cell Proliferation, Mice, CRISPR-Cas Systems
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