Abstract
Pancreatic adenocarcinoma (PAAD) has a poor prognosis. Its microenvironment is closely associated with tumor progression and immune evasion. This study combines single-cell RNA sequencing (scRNA-seq) and spatial transcriptomics (ST) to reveal the critical role of tumor-associated macrophages (TAMs) in PAAD. Ras association domain family member 1 C (RASSF1C) is significantly upregulated under hypoxia, enhancing glycolysis by promoting the Warburg effect. This generates lactate and contributes to acidification of the tumor microenvironment (TME). Lactate activates TAMs and reprograms their lipid metabolism, promoting PAAD migration and invasion. Further investigation demonstrated that lactate suppressed ubiquitin-fold modifier 1 ligating enzyme 1 (UFL1) protein levels in macrophages, thereby weakening the protective effect of UFL1-mediated interferon regulatory factor 7 (IRF7) UFMylation. This suppression led to enhanced K48-linked ubiquitination of IRF7 and accelerated proteasomal degradation, ultimately reducing IRF7 stability and impairing lipid metabolic functions in macrophages. Additional mechanistic evidence showed that UFL1-UFMylation axis maintains IRF7 homeostasis by counteracting K48-linked ubiquitin-mediated degradation. Moreover, immunohistochemical (IHC) validation using tissue microarrays from 20 human pancreatic ductal adenocarcinoma (PDAC) specimens revealed that the overall expression of RASSF1C and hypoxia-inducible factor-1 alpha (HIF-1α) was higher than that of UFL1 and IRF7. RASSF1C expression was significantly positively correlated with HIF-1α and negatively correlated with UFL1 and IRF7. Clinicopathological correlation analysis further showed that high RASSF1C expression was associated with poor differentiation and advanced TNM stage, whereas low UFL1 and IRF7 expression was associated with lymph node metastasis. Collectively, this study demonstrated that the hypoxia-RASSF1C-HIF-1α axis reshaped TAM function through lactate-mediated immunometabolic regulation and promoted PAAD progression by inhibiting UFL1-mediated IRF7 UFMylation, thereby reducing IRF7 stability. These findings identify potential therapeutic targets for combined metabolic and immune interventions in PAAD.

Graphic abstract. Schematic illustration of the molecular mechanism by which the RASSF1C-HIF-1α axis induces glycolytic reprogramming, drives lactate accumulation in the acidic TME, and promotes lactate flux into macrophages, thereby facilitating UFL1-IRF7 interaction and ultimately accelerating PAAD progression.
Similar content being viewed by others
Data availability
All data can be provided as needed.
References
Lippi G, Mattiuzzi C. The global burden of pancreatic cancer. Arch Med Sci. 2020;16:820–4.
Rawla P, Sunkara T, Gaduputi V. Epidemiology of pancreatic cancer: global trends, etiology and risk factors. World J Oncol. 2019;10:10–27.
Ilic M, Ilic I. Epidemiology of pancreatic cancer. World J Gastroenterol. 2016;22:9694–705.
Ramai D, Smith ER, Wang Y, Huang Y, Obaitan I, Chandan S, et al. Epidemiology and socioeconomic impact of pancreatic cancer: an analysis of the Global Burden of Disease Study 1990-2019. Dig Dis Sci. 2024;69:1135–42.
Jan IS, Ch’ang HJ. Selection of patients with pancreatic adenocarcinoma who may benefit from radiotherapy. Radiat Oncol. 2023;18:137.
Bazeed AY, Day CM, Garg S. Pancreatic cancer: challenges and opportunities in locoregional therapies. Cancers. 2022;14:4257.
Anderson NM, Simon MC. The tumor microenvironment. Curr Biol. 2020;30:R921–R5.
Baghban R, Roshangar L, Jahanban-Esfahlan R, Seidi K, Ebrahimi-Kalan A, Jaymand M, et al. Tumor microenvironment complexity and therapeutic implications at a glance. Cell Commun Signal. 2020;18:59.
Yang J, Li Y, Sun Z, Zhan H. Macrophages in pancreatic cancer: an immunometabolic perspective. Cancer Lett. 2021;498:188–200.
Yang S, Liu Q, Liao Q. Tumor-associated macrophages in pancreatic ductal adenocarcinoma: origin, polarization, function, and reprogramming. Front Cell Dev Biol. 2020;8:607209.
Gambardella V, Castillo J, Tarazona N, Gimeno-Valiente F, Martinez-Ciarpaglini C, Cabeza-Segura M, et al. The role of tumor-associated macrophages in gastric cancer development and their potential as a therapeutic target. Cancer Treat Rev. 2020;86:102015.
Lin Y, Xu J, Lan H. Tumor-associated macrophages in tumor metastasis: biological roles and clinical therapeutic applications. J Hematol Oncol. 2019;12:76.
Huang R, Kang T, Chen S. The role of tumor-associated macrophages in tumor immune evasion. J Cancer Res Clin Oncol. 2024;150:238.
Liu C, Jin Y, Fan Z. The mechanism of Warburg effect-induced chemoresistance in cancer. Front Oncol. 2021;11:698023.
Lu J, Tan M, Cai Q. The Warburg effect in tumor progression: mitochondrial oxidative metabolism as an anti-metastasis mechanism. Cancer Lett. 2015;356:156–64.
Donninger H, Vos MD, Clark GJ. The RASSF1A tumor suppressor. J Cell Sci. 2007;120:3163–72.
van der Weyden L, Tachibana KK, Gonzalez MA, Adams DJ, Ng BL, Petty R, et al. The RASSF1A isoform of RASSF1 promotes microtubule stability and suppresses tumorigenesis. Mol Cell Biol. 2005;25:8356–67.
Dammann R, Schagdarsurengin U, Liu L, Otto N, Gimm O, Dralle H, et al. Frequent RASSF1A promoter hypermethylation and K-ras mutations in pancreatic carcinoma. Oncogene. 2003;22:3806–12.
Amato E, Barbi S, Fassan M, Luchini C, Vicentini C, Brunelli M, et al. RASSF1 tumor suppressor gene in pancreatic ductal adenocarcinoma: correlation of expression, chromosomal status and epigenetic changes. BMC Cancer. 2016;16:11.
Reeves ME, Baldwin SW, Baldwin ML, Chen ST, Moretz JM, Aragon RJ, et al. Ras-association domain family 1C protein promotes breast cancer cell migration and attenuates apoptosis. BMC Cancer. 2010;10:562.
Reeves ME, Firek M, Chen ST, Amaar YG. Evidence that RASSF1C stimulation of lung cancer cell proliferation depends on IGFBP-5 and PIWIL1 expression levels. PLoS ONE. 2014;9:e101679.
Tognoli ML, Vlahov N, Steenbeek S, Grawenda AM, Eyres M, Cano-Rodriguez D, et al. RASSF1C oncogene elicits amoeboid invasion, cancer stemness, and extracellular vesicle release via a SRC/Rho axis. EMBO J. 2021;40:e107680.
Dubois F, Bergot E, Levallet G. Cancer and RASSF1A/RASSF1C, the Two Faces of Janus. Trends Cancer. 2019;5:662–5.
Kierans SJ, Taylor CT. Regulation of glycolysis by the hypoxia-inducible factor (HIF): implications for cellular physiology. J Physiol. 2021;599:23–37.
Dabral S, Muecke C, Valasarajan C, Schmoranzer M, Wietelmann A, Semenza GL, et al. A RASSF1A-HIF1alpha loop drives Warburg effect in cancer and pulmonary hypertension. Nat Commun. 2019;10:2130.
Zhao Y, Zhao B, Wang X, Guan G, Xin Y, Sun YD, et al. Macrophage transcriptome modification induced by hypoxia and lactate. Exp Ther Med. 2019;18:4811–9.
Colegio OR, Chu NQ, Szabo AL, Chu T, Rhebergen AM, Jairam V, et al. Functional polarization of tumour-associated macrophages by tumour-derived lactic acid. Nature. 2014;513:559–63.
Zhang D, Tang Z, Huang H, Zhou G, Cui C, Weng Y, et al. Metabolic regulation of gene expression by histone lactylation. Nature. 2019;574:575–80.
Ivashkiv LB. The hypoxia-lactate axis tempers inflammation. Nat Rev Immunol. 2020;20:85–6.
Reeves ME, Firek M, Chen ST, Amaar Y. The RASSF1 gene and the opposing effects of the RASSF1A and RASSF1C isoforms on cell proliferation and apoptosis. Mol Biol Int. 2013;2013:145096.
Malpeli G, Amato E, Dandrea M, Fumagalli C, Debattisti V, Boninsegna L, et al. Methylation-associated down-regulation of RASSF1A and up-regulation of RASSF1C in pancreatic endocrine tumors. BMC Cancer. 2011;11:351.
Calanca N, Paschoal AP, Munhoz EP, Galindo LT, Barbosa BM, Caldeira JRF, et al. The long non-coding RNA ANRASSF1 in the regulation of alternative protein-coding transcripts RASSF1A and RASSF1C in human breast cancer cells: implications to epigenetic therapy. Epigenetics. 2019;14:741–50.
Xu A, Barna M. Cleaning up stalled ribosome-translocon complexes with ufmylation. Cell Res. 2020;30:1–2.
Ishimura R, Ito S, Mao G, Komatsu-Hirota S, Inada T, Noda NN, et al. Mechanistic insights into the roles of the UFM1 E3 ligase complex in ufmylation and ribosome-associated protein quality control. Sci Adv. 2023;9:eadh3635.
Ma W, Huang G, Wang Z, Wang L, Gao Q. IRF7: role and regulation in immunity and autoimmunity. Front Immunol. 2023;14:1236923.
Zhang J, Hu MM, Shu HB, Li S. Death-associated protein kinase 1 is an IRF3/7-interacting protein that is involved in the cellular antiviral immune response. Cell Mol Immunol. 2014;11:245–52.
Konno H, Yamamoto T, Yamazaki K, Gohda J, Akiyama T, Semba K, et al. TRAF6 establishes innate immune responses by activating NF-kappaB and IRF7 upon sensing cytosolic viral RNA and DNA. PLoS ONE. 2009;4:e5674.
Moncada R, Barkley D, Wagner F, Chiodin M, Devlin JC, Baron M, et al. Integrating microarray-based spatial transcriptomics and single-cell RNA-seq reveals tissue architecture in pancreatic ductal adenocarcinomas. Nat Biotechnol. 2020;38:333–42.
Ye C, Zhu J, Wang J, Chen D, Meng L, Zhan Y, et al. Single-cell and spatial transcriptomics reveal the fibrosis-related immune landscape of biliary atresia. Clin Transl Med. 2022;12:e1070.
Quail DF, Joyce JA. Microenvironmental regulation of tumor progression and metastasis. Nat Med. 2013;19:1423–37.
Wei YT, Wang XR, Yan C, Huang F, Zhang Y, Liu X, et al. Thymosin alpha-1 Reverses M2 polarization of tumor-associated macrophages during Efferocytosis. Cancer Res. 2022;82:1991–2002.
Ngo H, Tortorella SM, Ververis K, Karagiannis TC. The Warburg effect: molecular aspects and therapeutic possibilities. Mol Biol Rep. 2015;42:825–34.
Fukushi A, Kim HD, Chang YC, Kim CH. Revisited metabolic control and reprogramming cancers by means of the Warburg effect in tumor cells. Int J Mol Sci. 2022;23:10037.
Amaar YG, Reeves ME. The Role of RASSF1C in the tumor microenvironment. Curr Issues Mol Biol. 2023;45:1113–26.
Vander Heiden MG, Cantley LC, Thompson CB. Understanding the Warburg effect: the metabolic requirements of cell proliferation. Science. 2009;324:1029–33.
Mu X, Shi W, Xu Y, Xu C, Zhao T, Geng B, et al. Tumor-derived lactate induces M2 macrophage polarization via the activation of the ERK/STAT3 signaling pathway in breast cancer. Cell Cycle. 2018;17:428–38.
Chen P, Zuo H, Xiong H, Kolar MJ, Chu Q, Saghatelian A, et al. Gpr132 sensing of lactate mediates tumor-macrophage interplay to promote breast cancer metastasis. Proc Natl Acad Sci USA. 2017;114:580–5.
Semenza GL. Oxygen sensing, hypoxia-inducible factors, and disease pathophysiology. Annu Rev Pathol. 2014;9:47–71.
Zhan T, Zou Y, Han Z, Tian X, Chen M, Liu J, et al. Single-cell sequencing combined with spatial transcriptomics reveals that the IRF7 gene in M1 macrophages inhibits the occurrence of pancreatic cancer by regulating lipid metabolism-related mechanisms. Clin Transl Med. 2024;14:e1799.
Qiao X, Hu Z, Xiong F, Yang Y, Peng C, Wang D, et al. Lipid metabolism reprogramming in tumor-associated macrophages and implications for therapy. Lipids Health Dis. 2023;22:45.
Zhou X, Mahdizadeh SJ, Le Gallo M, Eriksson LA, Chevet E, Lafont E. UFMylation: a ubiquitin-like modification. Trends Biochem Sci. 2024;49:52–67.
Li W, Lin Y, Wang X, Yang H, Ding Y, Chen Z, et al. Chicken UFL1 restricts avian influenza virus replication by disrupting the viral polymerase complex and facilitating type I IFN production. J Immunol. 2024;212:1479–92.
He C, Xing X, Chen HY, Gao M, Shi J, Xiang B, et al. UFL1 ablation in T cells suppresses PD-1 UFMylation to enhance anti-tumor immunity. Mol Cell. 2024;84:1120–38 e8.
Cai J, Chen H, Lu M, Zhang Y, Lu B, You L, et al. Advances in the epidemiology of pancreatic cancer: trends, risk factors, screening, and prognosis. Cancer Lett. 2021;520:1–11.
Halbrook CJ, Lyssiotis CA, Pasca di Magliano M, Maitra A. Pancreatic cancer: advances and challenges. Cell. 2023;186:1729–54.
Elebo N, Fru P, Omoshoro-Jones J, Patrick Candy G, Nweke EE. Role of different immune cells and metabolic pathways in modulating the immune response in pancreatic cancer (Review). Mol Med Rep. 2020;22:4981–91.
Ju Y, Xu D, Liao MM, Sun Y, Bao WD, Yao F, et al. Barriers and opportunities in pancreatic cancer immunotherapy. NPJ Precis Oncol. 2024;8:199.
McGinn O, Gupta VK, Dauer P, Arora N, Sharma N, Nomura A, et al. Inhibition of hypoxic response decreases stemness and reduces tumorigenic signaling due to impaired assembly of HIF1 transcription complex in pancreatic cancer. Sci Rep. 2017;7:7872.
Zoa A, Yang Y, Huang W, Yang J, Wang J, Wang H, et al. High expression of hypoxia-inducible factor 1-alpha predicts poor prognosis in pancreatic ductal adenocarcinoma: a meta-analysis and database validation protocol. Transl Cancer Res. 2022;11:3080–91.
Hamada S, Matsumoto R, Masamune A. HIF-1 and NRF2; key molecules for malignant phenotypes of pancreatic cancer. Cancers (Basel). 2022;14:411.
Tao J, Yang G, Zhou W, Qiu J, Chen G, Luo W, et al. Targeting hypoxic tumor microenvironment in pancreatic cancer. J Hematol Oncol. 2021;14:14.
Alberghina L. The Warburg effect explained: integration of enhanced glycolysis with heterogeneous mitochondria to promote cancer cell proliferation. Int J Mol Sci. 2023;24:15787.
Zhao Y, Xing C, Deng Y, Ye C, Peng H. HIF-1alpha signaling: essential roles in tumorigenesis and implications in targeted therapies. Genes Dis. 2024;11:234–51.
Jiang M, Wang Y, Zhao X, Yu J. From metabolic byproduct to immune modulator: the role of lactate in tumor immune escape. Front Immunol. 2024;15:1492050.
Wang ZH, Peng WB, Zhang P, Yang XP, Zhou Q. Lactate in the tumour microenvironment: from immune modulation to therapy. EBioMedicine. 2021;73:103627.
Baghy K, Ladanyi A, Reszegi A, Kovalszky I. Insights into the tumor microenvironment-components, functions and therapeutics. Int J Mol Sci. 2023;24:17536.
Zhou HC, Yu WW, Yan XY, Liang XQ, Ma XF, Long JP, et al. Lactate-driven macrophage polarization in the inflammatory microenvironment alleviates intestinal inflammation. Front Immunol. 2022;13:1013686.
Noe JT, Rendon BE, Geller AE, Conroy LR, Morrissey SM, Young LEA, et al. Lactate supports a metabolic-epigenetic link in macrophage polarization. Sci Adv. 2021;7:eabi8602.
Zhao Y, Shen M, Wu L, Yang H, Yao Y, Yang Q, et al. Stromal cells in the tumor microenvironment: accomplices of tumor progression?. Cell Death Dis. 2023;14:587.
Wang X, Xu X, Wang Z. The post-translational role of UFMylation in physiology and disease. Cells. 2023;12:2543.
Gerakis Y, Quintero M, Li H, Hetz C. The UFMylation system in proteostasis and beyond. Trends Cell Biol. 2019;29:974–86.
Qing F, Liu Z. Interferon regulatory factor 7 in inflammation, cancer and infection. Front Immunol. 2023;14:1190841.
Lan Q, Peyvandi S, Duffey N, Huang YT, Barras D, Held W, et al. Type I interferon/IRF7 axis instigates chemotherapy-induced immunological dormancy in breast cancer. Oncogene. 2019;38:2814–29.
Peng S, Wang G, Cheng Z, Guo Z. IRF7 as an immune-related prognostic biomarker and associated with tumor microenvironment in low-grade glioma. Int J Gen Med. 2021;14:4381–93.
Wang P, Wang H, Huang Q, Peng C, Yao L, Chen H, et al. Exosomes from M1-polarized macrophages enhance paclitaxel antitumor activity by activating macrophages-mediated inflammation. Theranostics. 2019;9:1714–27.
Nakamura R, Bing R, Gartling GJ, Branski RC. Macrophages alter inflammatory and fibrotic gene expression in human vocal fold fibroblasts. Exp Cell Res. 2022;419:113301.
Lu T, Li J, Qian S, Cao H, Ning C, Liu X. Enhanced osteogenic and selective antibacterial activities on micro-/nano-structured carbon fiber reinforced polyetheretherketone. J Mater Chem B. 2016;4:2944–53.
Chen Y, Chen CY, Huang H, Luo Z, Mu Y, Li S, et al. Knocking down of Xkr8 enhances chemotherapy efficacy through modulating tumor immune microenvironment. J Control Release. 2024;370:479–89.
Jiang H, Wei H, Wang H, Wang Z, Li J, Ou Y, et al. Zeb1-induced metabolic reprogramming of glycolysis is essential for macrophage polarization in breast cancer. Cell Death Dis. 2022;13:206.
An H, Statsyuk AV. Facile synthesis of covalent probes to capture enzymatic intermediates during E1 enzyme catalysis. Chem Commun. 2016;52:2477–80.
Bacik JP, Walker JR, Ali M, Schimmer AD, Dhe-Paganon S. Crystal structure of the human ubiquitin-activating enzyme 5 (UBA5) bound to ATP: mechanistic insights into a minimalistic E1 enzyme. J Biol Chem. 2010;285:20273–80.
Miao Y, Du Q, Zhang HG, Yuan Y, Zuo Y, Zheng H. Cycloheximide (CHX) chase assay to examine protein half-life. Bio Protoc. 2023;13:e4690.
Lee K, Kim MY, Ahn H, Kim HS, Shin HI, Jeong D. Blocking of the Ubiquitin-proteasome system prevents inflammation-induced bone loss by accelerating M-CSF receptor c-Fms degradation in osteoclast differentiation. Int J Mol Sci. 2017;18:2054.
Anwar A, Norris DA, Fujita M. Ubiquitin proteasomal pathway mediated degradation of p53 in melanoma. Arch Biochem Biophys. 2011;508:198–203.
Funding
This work was supported by a grant from the Natural Science Foundation of Hubei Province in China 2025AFB974 (TZ), the Health Commission of Hubei Province scientific research project WJ2023M129 (WC).
Author information
Authors and Affiliations
Contributions
T.Z., M.L., X.T., Z.H., and X.H. conceived and designed the study. M.C., Q.Z., T.Z., M.H., X.C., M.L., and Y.Z. performed the experiments. T.Z., Z.H., Y.W., M.C., X.H., and X.T. analyzed the data. T.Z., M.C., M.H., X.T., Q.Z., and X.H. wrote the manuscript. wrote the manuscript. All authors reviewed and approved the final version of the manuscript.
Corresponding authors
Ethics declarations
Competing interests
The authors declare no competing interests.
Ethical approval
All animal experiments were approved by the Animal Ethics Committee of the Wuhan Third Hospital (No. WAEF-2028-0218).
Additional information
Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Edited by Professor Hans-Uwe Simon
Rights and permissions
Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.
About this article
Cite this article
Zhan, T., Huang, M., Chen, M. et al. The RASSF1C-HIF-1α axis drives macrophage lipid metabolism to promote pancreatic cancer. Cell Death Dis (2026). https://doi.org/10.1038/s41419-026-08609-0
Received:
Revised:
Accepted:
Published:
DOI: https://doi.org/10.1038/s41419-026-08609-0


