1
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Chen J, Li M, Mao J, Wang X, Guo B, Chen X, Kalvakolanu DV, Hong J, Yang M, Liu J, Luo Q, Yang J, Sun X, Tian Y, Zhang L. Transglutaminase 2 promotes breast cancer cell autophagy by targeting p53/ mTOR axis. Biochem Pharmacol 2025; 237:116926. [PMID: 40216264 DOI: 10.1016/j.bcp.2025.116926] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2025] [Revised: 03/22/2025] [Accepted: 04/02/2025] [Indexed: 04/19/2025]
Abstract
Breast cancer (BC) is the most common malignant tumor among women. There is a pressing demand to develop new therapeutic strategies for advanced BC. In this report, we investigated whether Transglutaminase 2 (TGM2) is involved in BC growth. Moreover, a high expression of TGM2 in BC was found to be correlated with a poor prognosis. Thus, TGM2 might be a prospective therapeutic target in BC. We examined if a small molecule inhibitor of TGM2, GK921, could suppress BC growth. GK921 inhibited TGM2 activity and induced autophagy-dependent cell death in BC cell lines. Additionally, we found that GK921 increased p53 levels, which decreased the expression of mTOR, a classical upstream regulator of autophagy. Finally, we found that down regulation of TGM2 using RNAi activated autophagy. Consistent with these findings, GK921 significantly suppressed breast tumor growth in mouse models, suggesting that TGM2 may be a potential therapeutic target for BC treatment.
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Affiliation(s)
- Jiasi Chen
- College of Basic Medical Sciences, the Medical Basic Research Innovation Center of Airway Disease in North China, Key Laboratory of Pathobiology, Ministry of Education, and Department of Pathophysiology, Jilin University, Changchun 130021, China
| | - Mengxin Li
- Department of Breast Surgery, General Surgery Center, First Hospital of Jilin University, Changchun, China
| | - Juanjuan Mao
- College of Basic Medical Sciences, the Medical Basic Research Innovation Center of Airway Disease in North China, Key Laboratory of Pathobiology, Ministry of Education, and Department of Pathophysiology, Jilin University, Changchun 130021, China
| | - Xuanzhong Wang
- Department of Radiation Oncology, First Hospital of Jilin University, Changchun, China
| | - Baofeng Guo
- Department of Surgery, China-Japan Union Hospital of Jilin University, Changchun, China
| | - Xuyang Chen
- School of Basic Medicine and Life Sciences, Hainan Medical University, Haikou, China
| | - Dhan V Kalvakolanu
- Department of Microbiology and Immunology, University of Maryland School of Medicine, Baltimore, MD 21201, USA
| | - Jinghui Hong
- Department of Breast Surgery, General Surgery Center, First Hospital of Jilin University, Changchun, China
| | - Mei Yang
- College of Basic Medical Sciences, the Medical Basic Research Innovation Center of Airway Disease in North China, Key Laboratory of Pathobiology, Ministry of Education, and Department of Pathophysiology, Jilin University, Changchun 130021, China
| | - Jixuan Liu
- College of Basic Medical Sciences, the Medical Basic Research Innovation Center of Airway Disease in North China, Key Laboratory of Pathobiology, Ministry of Education, and Department of Pathophysiology, Jilin University, Changchun 130021, China
| | - Qian Luo
- College of Basic Medical Sciences, the Medical Basic Research Innovation Center of Airway Disease in North China, Key Laboratory of Pathobiology, Ministry of Education, and Department of Pathophysiology, Jilin University, Changchun 130021, China
| | - Jiaying Yang
- College of Basic Medical Sciences, the Medical Basic Research Innovation Center of Airway Disease in North China, Key Laboratory of Pathobiology, Ministry of Education, and Department of Pathophysiology, Jilin University, Changchun 130021, China
| | - Xinze Sun
- College of Basic Medical Sciences, the Medical Basic Research Innovation Center of Airway Disease in North China, Key Laboratory of Pathobiology, Ministry of Education, and Department of Pathophysiology, Jilin University, Changchun 130021, China
| | - Yong Tian
- College of Basic Medical Sciences, the Medical Basic Research Innovation Center of Airway Disease in North China, Key Laboratory of Pathobiology, Ministry of Education, and Department of Pathophysiology, Jilin University, Changchun 130021, China
| | - Ling Zhang
- College of Basic Medical Sciences, the Medical Basic Research Innovation Center of Airway Disease in North China, Key Laboratory of Pathobiology, Ministry of Education, and Department of Pathophysiology, Jilin University, Changchun 130021, China.
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2
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Shen Z, Liu Z, Wang H, Landrock D, Noh JY, Zang QS, Lee C, Farnell YZ, Chen Z, Sun Y. Fructose induces inflammatory activation in macrophages and microglia through the nutrient-sensing ghrelin receptor. FASEB J 2025; 39:e70412. [PMID: 39985299 PMCID: PMC11846021 DOI: 10.1096/fj.202402531r] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2024] [Revised: 01/20/2025] [Accepted: 02/12/2025] [Indexed: 02/24/2025]
Abstract
High fructose corn syrup (HFCS) is a commonly used sweetener in soft drinks and processed foods, and HFCS exacerbates inflammation when consumed in excess. Fructose, a primary component of HFCS; however, it is unclear whether fructose directly activates inflammatory signaling. Growth hormone secretagogue receptor (GHSR) is a receptor of the nutrient-sensing hormone ghrelin. We previously reported that GHSR ablation mitigates HFCS-induced inflammation in adipose tissue and liver, shifting macrophages toward an anti-inflammatory spectrum. Since inflammation is primarily governed by innate immune cells, such as macrophages in the peripheral tissues and microglia in the brain, this study aims to investigate whether GHSR autonomously regulates pro-inflammatory activation in macrophages and microglia upon fructose exposure. GHSR deletion mutants of RAW 264.7 macrophages and the immortalized microglial cell line (IMG) were generated using CRISPR-Cas9 gene editing. After treating the cells with equimolar concentrations of fructose or glucose for 24 h, fructose increased mRNA and protein expression of GHSR and pro-inflammatory cytokines (Il1β, Il6, and Tnfα) in both macrophages and microglia, suggesting that fructose activates Ghsr and induces inflammation directly in macrophages and microglia. Remarkably, GHSR deletion mutants (Ghsrmutant) of macrophages and microglia exhibited reduced inflammatory responses to fructose, indicating that GHSR mediates fructose-induced inflammation. Furthermore, we found that GHSR regulates fructose transport and fructose metabolism and mediates fructose-induced inflammatory activation through CREB-AKT-NF-κB and p38 MAPK signaling pathways. Our results underscore that fructose triggers inflammation, and reducing HFCS consumption would reduce disease risk. Moreover, these findings reveal for the first time that the nutrient-sensing receptor GHSR plays a crucial role in fructose-mediated inflammatory activation, suggesting that targeting GHSR may be a promising therapeutic approach to combat the immunotoxicity of foods that contain fructose.
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Affiliation(s)
- Zheng Shen
- Department of NutritionTexas A&M UniversityCollege StationTexasUSA
| | - Zeyu Liu
- Department of NutritionTexas A&M UniversityCollege StationTexasUSA
| | - Hongying Wang
- Department of NutritionTexas A&M UniversityCollege StationTexasUSA
| | - Danilo Landrock
- Department of NutritionTexas A&M UniversityCollege StationTexasUSA
| | - Ji Yeon Noh
- Department of NutritionTexas A&M UniversityCollege StationTexasUSA
| | - Qun Sophia Zang
- Department of SurgeryLoyola University Chicago Health Science CampusMaywoodIllinoisUSA
| | - Chih‐Hao Lee
- Genomics Research Center, Academia SinicaTaipeiTaiwan
| | - Yuhua Z. Farnell
- Department of Poultry ScienceTexas A&M UniversityCollege StationTexasUSA
| | - Zheng Chen
- Department of Biochemistry and Molecular BiologyThe University of Texas Health Science Center at HoustonHoustonTexasUSA
| | - Yuxiang Sun
- Department of NutritionTexas A&M UniversityCollege StationTexasUSA
- Department of Biochemistry & BiophysicsTexas A&M UniversityCollege StationTexasUSA
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3
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Sagini MN, Zepp M, Eyol E, Ali DM, Gromova S, Dahlmann M, Behrens D, Groeschel C, Tischmeier L, Hoffmann J, Berger MR, Forssmann WG. EPI-X4, a CXCR4 antagonist inhibits tumor growth in pancreatic cancer and lymphoma models. Peptides 2024; 175:171111. [PMID: 38036098 DOI: 10.1016/j.peptides.2023.171111] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/06/2023] [Revised: 10/20/2023] [Accepted: 10/25/2023] [Indexed: 12/02/2023]
Abstract
Endogenous peptide inhibitor for CXCR4 (EPI-X4) is a CXCR4 antagonist with potential for cancer therapy. It is a processed fragment of serum albumin from the hemofiltrate of dialysis patients. This study reports the efficacy of fifteen EPI-X4 derivatives in pancreatic cancer and lymphoma models. In vitro, the peptides were investigated for antiproliferation (cytotoxicity) by MTT assay. The mRNA expression for CXCR4 and CXCL12 was determined by RT-PCR, chip array and RNA sequencing. Chip array analysis yielded 634 genes associated with CXCR4/CXCL12 signaling. About 21% of these genes correlated with metastasis in the context of cell motility, proliferation, and survival. Expression levels of these genes were altered in pancreatic cancer (36%), lymphoma models (53%) and in patients' data (58%). EPI-X4 derivatives failed to inhibit cell proliferation due to low expression of CXCR4 in vitro, but inhibited tumor growth in the bioassays with significant efficacy. In the pancreatic cancer model, EPI-X4a, f and k inhibited mean tumor growth by > 50% and even caused complete remissions. In the lymphoma model, EPI-X4b, n and p inhibited mean tumor growth by > 70% and caused stable disease. Given the non-toxic and non-immunogenic properties of EPI-X4, these findings underscore its status as a promising therapy of pancreatic cancer and lymphoma and warrant further studies. SIMPLE SUMMARY: This study examined the value of chemokine receptor CXCR4 as an antineoplastic target for the endogenous peptide inhibitor of CXCR4 (EPI-X4), a 12-meric peptide derived from serum albumin. EPI-X4 inhibits CXCR4 interaction with its natural ligand, CXCL12 (SDF1). Therefore, malignancies (including pancreatic cancer and lymphoma) that depend on the CXCR4/CXCL12 pathway for progression can be targeted with EPI-X4. Of 634 genes that were linked to the CXCR4/CXCL12 pathway, 21% were associated with metastasis. In cultured human Suit2-007 pancreatic cancer cells, CXCR4 showed low to undetectable expression, which was why EPI-X4 did not inhibit pancreatic cancer cell proliferation. These findings were different in vivo, where CXCR4 was highly expressed and EPI-X4 inhibited tumor growth in rodents harboring pancreatic cancer or lymphoma. In the pancreatic cancer model, EPI-X4 derivatives a, f and k caused complete remissions, while in lymphomas EPI-X4 derivatives b, n and p caused stable disease.
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Affiliation(s)
- Micah N Sagini
- Toxicology and Chemotherapy Unit, German Cancer Research Centre (DKFZ), Heidelberg, Germany
| | - Michael Zepp
- Toxicology and Chemotherapy Unit, German Cancer Research Centre (DKFZ), Heidelberg, Germany
| | - Ergül Eyol
- Toxicology and Chemotherapy Unit, German Cancer Research Centre (DKFZ), Heidelberg, Germany
| | - Doaa M Ali
- Toxicology and Chemotherapy Unit, German Cancer Research Centre (DKFZ), Heidelberg, Germany
| | - Svetlana Gromova
- EPO, Experimental Pharmacology & Oncology Berlin-Buch GmbH, Germany
| | - Mathias Dahlmann
- EPO, Experimental Pharmacology & Oncology Berlin-Buch GmbH, Germany
| | - Diana Behrens
- EPO, Experimental Pharmacology & Oncology Berlin-Buch GmbH, Germany
| | - Christian Groeschel
- NeoPep Pharma GmbH & Co. KG., Hannover, Germany and Hannover Medical School, Department of Internal Medicine, Germany
| | - Linus Tischmeier
- NeoPep Pharma GmbH & Co. KG., Hannover, Germany and Hannover Medical School, Department of Internal Medicine, Germany
| | - Jens Hoffmann
- EPO, Experimental Pharmacology & Oncology Berlin-Buch GmbH, Germany
| | - Martin R Berger
- Toxicology and Chemotherapy Unit, German Cancer Research Centre (DKFZ), Heidelberg, Germany.
| | - Wolf-Georg Forssmann
- NeoPep Pharma GmbH & Co. KG., Hannover, Germany and Hannover Medical School, Department of Internal Medicine, Germany.
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4
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Li M, Wang X, Chen X, Hong J, Du Y, Song D. GK921, a transglutaminase inhibitor, strengthens the antitumor effect of cisplatin on pancreatic cancer cells by inhibiting epithelial-to-mesenchymal transition. Biochim Biophys Acta Mol Basis Dis 2024; 1870:166925. [PMID: 38084873 DOI: 10.1016/j.bbadis.2023.166925] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2023] [Revised: 10/02/2023] [Accepted: 10/20/2023] [Indexed: 12/30/2023]
Abstract
Pancreatic adenocarcinoma (PAAD), a common digestive malignant tumor, presents high mortality rates and limited treatment methods. Currently, chemotherapy remains the main therapy method for patients with PAAD. As a classical chemotherapy drug, cisplatin (DDP) is limited by dose-related toxicity in patients with PAAD. In this study, we demonstrated that TGM2 may be a treatment and prognosis marker in pancreatic cancer patients. Co-treatment of low dose of DDP and GK921, a transglutaminase (TGM2) inhibitor, is capable of synergistically inhibiting the PAAD cell viability and proliferation in vitro and in vivo. Based on in vitro study, GK921 inhibited the epithelial-to-mesenchymal transition (EMT) induced by TGM2 as well as aggravated cell cycle arrest and apoptosis resulted from DDP, making pancreatic cancer cells more sensible to DDP. Our results showed that GK921 increased the protein levels regarding E-cadherin as well as decreased the protein level regarding Snail2, N-cadherin, which indicated that GK921 inhibited EMT in pancreatic cancer cells. Snail2 overexpression inhibited GK921/DDP-induced cell apoptosis, as well as mitigated the GK921/DDP-caused cell death and the EMT inhibition. In vivo studies also found GK921/DDP combination can further inhibit the growth of PAAD without significantly side effects. To sum up, we showed that GK921 increased PAAD cells sensitivity to DDP via inhibiting EMT. As revealed, DDP/GK921 co-treatment could promisingly serve for treating PAAD patients.
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Affiliation(s)
- Mengxin Li
- Department of Breast Surgery, General Surgery Center, First Hospital of Jilin University, Changchun, China
| | - Xuanzhong Wang
- Department of Radiation Oncology, First Hospital of Jilin University, Changchun, China
| | - Xuyang Chen
- School of Basic Medicine and Life Sciences, Hainan Medical University, Haikou, China
| | - Jinghui Hong
- Department of Breast Surgery, General Surgery Center, First Hospital of Jilin University, Changchun, China
| | - Ye Du
- Department of Breast Surgery, General Surgery Center, First Hospital of Jilin University, Changchun, China
| | - Dong Song
- Department of Breast Surgery, General Surgery Center, First Hospital of Jilin University, Changchun, China.
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5
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Sagini MN, Klika KD, Owen RW, Berger MR. Khasianine Affects the Expression of Sugar-Sensitive Proteins in Pancreatic Cancer Cells, Which Are Altered in Data from the Rat Model and Patients. ACS Pharmacol Transl Sci 2023; 6:727-737. [PMID: 37200805 PMCID: PMC10186360 DOI: 10.1021/acsptsci.3c00013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2023] [Indexed: 05/20/2023]
Abstract
Pancreatic ductal adenocarcinoma (PDAC) is a deadly malignancy with no effective treatment, particularly in the advanced stage. This study explored the antiproliferative activity of khasianine against pancreatic cancer cell lines of human (Suit2-007) and rat (ASML) origin. Khasianine was purified from Solanum incanum fruits by silica gel column chromatography and analyzed by LC-MS and NMR spectroscopy. Its effect in pancreatic cancer cells was evaluated by cell proliferation assay, chip array and mass spectrometry. Proteins showing sensitivity to sugars, i.e. sugar-sensitive lactosyl-Sepharose binding proteins (LSBPs), were isolated from Suit2-007 cells by competitive affinity chromatography. The eluted fractions included galactose-, glucose-, rhamnose- and lactose-sensitive LSBPs. The resulting data were analyzed by Chipster, Ingenuity Pathway Analysis (IPA) and GraphPad Prism. Khasianine inhibited proliferation of Suit2-007 and ASML cells with IC50 values of 50 and 54 μg/mL, respectively. By comparative analysis, khasianine downregulated lactose-sensitive LSBPs the most (126%) and glucose-sensitive LSBPs the least (85%). Rhamnose-sensitive LSBPs overlapped significantly with lactose-sensitive LSBPs and were the most upregulated in data from patients (23%) and a pancreatic cancer rat model (11.5%). From IPA, the Ras homolog family member A (RhoA) emerged as one of the most activated signaling pathways involving rhamnose-sensitive LSBPs. Khasianine altered the mRNA expression of sugar-sensitive LSBPs, some of which were modulated in data from patients and the rat model. The antiproliferative effect of khasianine in pancreatic cancer cells and the downregulation of rhamnose-sensitive proteins underscore the potential of khasianine in treating pancreatic cancer.
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Affiliation(s)
- Micah N. Sagini
- Toxicology
and Chemotherapy Unit, German Cancer Research
Center (DKFZ), Im Neuenheimer Feld 580, 69120 Heidelberg, Germany
| | - Karel D. Klika
- Molecular
Structure Analysis, German Cancer Research
Center (DKFZ), Im Neuenheimer
Feld 280, 69120 Heidelberg, Germany
| | - Robert W. Owen
- Biochemistry
and Biomarkers Unit, German Cancer Research
Center (DKFZ), Im Neuenheimer
Feld 580, 69120 Heidelberg, Germany
| | - Martin R. Berger
- Toxicology
and Chemotherapy Unit, German Cancer Research
Center (DKFZ), Im Neuenheimer Feld 580, 69120 Heidelberg, Germany
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6
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Li M, Song D, Chen X, Wang X, Xu L, Yang M, Yang J, Kalvakolanu DV, Wei X, Liu X, Li Y, Guo B, Zhang L. RSL3 triggers glioma stem cell differentiation via the Tgm2/AKT/ID1 signaling axis. Biochim Biophys Acta Mol Basis Dis 2022; 1868:166529. [PMID: 36041715 DOI: 10.1016/j.bbadis.2022.166529] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2022] [Revised: 08/16/2022] [Accepted: 08/20/2022] [Indexed: 10/15/2022]
Abstract
RSL3 is a synthetic molecule that inactivates glutathione peroxidase 4 to induce ferroptosis. However, its effect on glioma stem cells (GSC) remains unclear. In this study, we found that RSL3 significantly suppressed GSC proliferation and induced their differentiation into astrocytes, which was accompanied by the downregulation of stemness-related markers, including Nestin and Sox2. Combined transcriptome and proteome analyses further revealed that RSL3 promoted GSC differentiation by suppressing transglutaminase 2 (Tgm2), but not by ferroptosis-related pathways. Tgm2 overexpression in CSC2078 cells rescued the changes in stemness-related markers and differentiation caused by RSL3, which was mediated by inhibitor of DNA binding 1 (ID1) activation. Further studies identified ID1 as a downstream signaling target of Tgm2. Blocking the phosphoinositide-3 kinase (PI3K)/Akt pathway with LY294002 suppressed PI3K, p-Akt, and ID1 levels but not Tgm2. Tgm2 overexpression abrogated the changes in PI3K, p-Akt, and ID1 levels caused by LY294002. Taken together, we demonstrate that RSL3 does not induce ferroptosis; instead, it inhibits GSC proliferation and triggers their differentiation by suppressing the Tgm2/Akt/ID1 signaling axis.
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Affiliation(s)
- Mengxin Li
- Key Laboratory of Pathobiology, Ministry of Education, Department of Pathophysiology, College of Basic Medical Sciences, Jilin University, Changchun, China; Department of Breast Surgery, First Hospital of Jilin University, Changchun, China
| | - Dong Song
- Department of Breast Surgery, First Hospital of Jilin University, Changchun, China
| | - Xuyang Chen
- Key Laboratory of Pathobiology, Ministry of Education, Department of Pathophysiology, College of Basic Medical Sciences, Jilin University, Changchun, China
| | - Xuanzhong Wang
- Department of Neurosurgery, First Hospital of Jilin University, Changchun, China
| | - Libo Xu
- Key Laboratory of Pathobiology, Ministry of Education, Department of Pathophysiology, College of Basic Medical Sciences, Jilin University, Changchun, China
| | - Mei Yang
- Key Laboratory of Pathobiology, Ministry of Education, Department of Pathophysiology, College of Basic Medical Sciences, Jilin University, Changchun, China
| | - Jiaying Yang
- Key Laboratory of Pathobiology, Ministry of Education, Department of Pathophysiology, College of Basic Medical Sciences, Jilin University, Changchun, China
| | - Dhan V Kalvakolanu
- Greenebaum NCI Comprehensive Cancer Center, Department of Microbiology and Immunology University of Maryland School Medicine, Baltimore, MD, USA
| | - Xiaodong Wei
- Key Laboratory of Pathobiology, Ministry of Education, Department of Pathophysiology, College of Basic Medical Sciences, Jilin University, Changchun, China
| | - Xiaorui Liu
- Key Laboratory of Pathobiology, Ministry of Education, Department of Pathophysiology, College of Basic Medical Sciences, Jilin University, Changchun, China
| | - Yang Li
- Key Laboratory of Pathobiology, Ministry of Education, Department of Pathophysiology, College of Basic Medical Sciences, Jilin University, Changchun, China.
| | - Baofeng Guo
- Department of Surgery, China-Japan Union Hospital of Jilin University, Changchun, China.
| | - Ling Zhang
- Key Laboratory of Pathobiology, Ministry of Education, Department of Pathophysiology, College of Basic Medical Sciences, Jilin University, Changchun, China.
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7
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Li X, Liu H, Dun MD, Faulkner S, Liu X, Jiang CC, Hondermarck H. Proteome and secretome analysis of pancreatic cancer cells. Proteomics 2022; 22:e2100320. [PMID: 35388624 DOI: 10.1002/pmic.202100320] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2021] [Revised: 03/22/2022] [Accepted: 03/31/2022] [Indexed: 11/07/2022]
Abstract
Pancreatic cancer is a lethal malignancy and no screening biomarker or targeted therapy is currently available. Here, we performed a shotgun proteomic label-free quantification (LFQ) to define protein changes in the cellular proteome and secretome of four pancreatic cancer cell lines (PANC1, Paca44, Paca2, and BXPC3) versus normal human pancreatic ductal epithelial cells (HPDE). In the cellular proteome and secretome, 149 and 43 proteins were dysregulated in the most cancer cell lines, respectively. Using Ingenuity Pathway Analysis (IPA), the most dysregulated signaling pathways in pancreatic cancer cells included the activation of epidermal growth factor receptor (EGFR), phosphoinositide 3-kinase (PI3K), protein kinase B (AKT), extracellular regulated kinase (ERK), and the deactivation of type-I interferon (IFN) pathways, which could promote cancer cell progression and decrease antitumor immunity. Parallel reaction monitoring (PRM) mass spectrometry was used to confirm the changes of seven regulated proteins quantified by LFQ: EGFR, growth/differentiation factor 15 (GDF15), protein-glutamine gamma-glutamyltransferase 2 (TGM2), leukemia inhibitory factor (LIF), interferon-induced GTP-binding protein Mx1 (MX1), signal transducer and activator of transcription 1 (STAT1), and serpin B5 (SERPINB5). Together, this proteomic analysis highlights protein changes associated with pancreatic cancer cells that should be further investigated as potential biomarkers or therapeutic targets.
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Affiliation(s)
- Xiang Li
- School of Biomedical Sciences and Pharmacy, Faculty of Health and Medicine, University of Newcastle, Callaghan, NSW, Australia
- Hunter Medical Research Institute, University of Newcastle, New Lambton Heights, NSW, Australia
| | - Hui Liu
- Department of Biochemistry and Molecular Biology, School of Laboratory Medicine, Bengbu Medical College, Bengbu, P.R. China
| | - Matthew D Dun
- School of Biomedical Sciences and Pharmacy, Faculty of Health and Medicine, University of Newcastle, Callaghan, NSW, Australia
- Hunter Medical Research Institute, University of Newcastle, New Lambton Heights, NSW, Australia
| | - Sam Faulkner
- School of Biomedical Sciences and Pharmacy, Faculty of Health and Medicine, University of Newcastle, Callaghan, NSW, Australia
- Hunter Medical Research Institute, University of Newcastle, New Lambton Heights, NSW, Australia
| | - Xiaoming Liu
- School of Biomedical Sciences and Pharmacy, Faculty of Health and Medicine, University of Newcastle, Callaghan, NSW, Australia
- Hunter Medical Research Institute, University of Newcastle, New Lambton Heights, NSW, Australia
| | - Chen Chen Jiang
- School of Biomedical Sciences and Pharmacy, Faculty of Health and Medicine, University of Newcastle, Callaghan, NSW, Australia
- Hunter Medical Research Institute, University of Newcastle, New Lambton Heights, NSW, Australia
| | - Hubert Hondermarck
- School of Biomedical Sciences and Pharmacy, Faculty of Health and Medicine, University of Newcastle, Callaghan, NSW, Australia
- Hunter Medical Research Institute, University of Newcastle, New Lambton Heights, NSW, Australia
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8
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Xue K, Zheng H, Qian X, Chen Z, Gu Y, Hu Z, Zhang L, Wan J. Identification of Key mRNAs as Prediction Models for Early Metastasis of Pancreatic Cancer Based on LASSO. Front Bioeng Biotechnol 2021; 9:701039. [PMID: 34485257 PMCID: PMC8415976 DOI: 10.3389/fbioe.2021.701039] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2021] [Accepted: 08/09/2021] [Indexed: 12/26/2022] Open
Abstract
Pancreatic cancer is a highly malignant and metastatic tumor of the digestive system. Even after surgical removal of the tumor, most patients are still at risk of metastasis. Therefore, screening for metastatic biomarkers can identify precise therapeutic intervention targets. In this study, we analyzed 96 pancreatic cancer samples from The Cancer Genome Atlas (TCGA) without metastasis or with metastasis after R0 resection. We also retrieved data from metastatic pancreatic cancer cell lines from Gene Expression Omnibus (GEO), as well as collected sequencing data from our own cell lines, BxPC-3 and BxPC-3-M8. Finally, we analyzed the expression of metastasis-related genes in different datasets by the Limma and edgeR packages in R software, and enrichment analysis of differential gene expression was used to gain insight into the mechanism of pancreatic cancer metastasis. Our analysis identified six genes as risk factors for predicting metastatic status by LASSO regression, including zinc finger BED-Type Containing 2 (ZBED2), S100 calcium-binding protein A2 (S100A2), Jagged canonical Notch ligand 1 (JAG1), laminin subunit gamma 2 (LAMC2), transglutaminase 2 (TGM2), and the transcription factor hepatic leukemia factor (HLF). We used these six EMT-related genes to construct a risk-scoring model. The receiver operating characteristic (ROC) curve showed that the risk score could better predict the risk of metastasis. Univariate and multivariate Cox regression analyses revealed that the risk score was also an important predictor of pancreatic cancer. In conclusion, 6-mRNA expression is a potentially valuable method for predicting pancreatic cancer metastasis, assessing clinical outcomes, and facilitating future personalized treatment for patients with ductal adenocarcinoma of the pancreas (PDAC).
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Affiliation(s)
- Ke Xue
- Department of Information and Electronic Engineering, Zhejiang University of Science and Technology, Hangzhou, China
| | - Huilin Zheng
- Department of Biological and Chemical Engineering, Zhejiang University of Science and Technology, Hangzhou, China
| | - Xiaowen Qian
- Department of Information and Electronic Engineering, Zhejiang University of Science and Technology, Hangzhou, China
| | - Zheng Chen
- Division of Hepatobiliary and Pancreatic Surgery, Department of Surgery, Fourth Affiliated Hospital, School of Medicine, Zhejiang University, Yiwu, China
| | - Yangjun Gu
- Shulan Hospital Affiliated to Zhejiang Shuren University Shulan International Medical College, Hangzhou, China
| | - Zhenhua Hu
- Division of Hepatobiliary and Pancreatic Surgery, Department of Surgery, First Affiliated Hospital, School of Medicine, Key Laboratory of Combined Multi-Organ Transplantation, Ministry of Public Health Key Laboratory of Organ Transplantation, Zhejiang University, Hangzhou, China.,Division of Hepatobiliary and Pancreatic Surgery, Department of Surgery, Fourth Affiliated Hospital, School of Medicine, Zhejiang University, Yiwu, China.,Division of Hepatobiliary and Pancreatic Surgery, Yiwu Central Hospital, Yiwu, China
| | - Lei Zhang
- Department of Biological and Chemical Engineering, Zhejiang University of Science and Technology, Hangzhou, China
| | - Jian Wan
- Department of Information and Electronic Engineering, Zhejiang University of Science and Technology, Hangzhou, China
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9
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Sagini MN, Hotz-Wagenblatt A, Berger MR. A subgroup of lactosyl-Sepharose binding proteins requires calcium for affinity and galactose for anti-proliferation. Chem Biol Interact 2020; 334:109354. [PMID: 33309620 DOI: 10.1016/j.cbi.2020.109354] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2020] [Revised: 11/30/2020] [Accepted: 12/07/2020] [Indexed: 12/31/2022]
Abstract
Lactosyl-Sepharose binding proteins (LSBPs) were recently described in human pancreatic ductal adenocarcinoma (PDAC) Suit2-007 cells regarding their lectin-like properties and role in metastasis. This study further investigated how calcium and galactose influence the binding of LSBPs to the lactosyl resin as well as their anti-proliferative effect in Suit2-007 cells. Altered binding of LSBPs to the lactosyl resin was evaluated by affinity chromatography and mass spectrometry. Calcium binding EF-hand proteins were aligned and identified with a motif derived from the Uniprot protein database. The antiproliferative effects of LSBPs and monosaccharides were determined by MTT assay. In addition, LSBPs and galactose effects were investigated by chip array and tumor take in nude rats. LSBPs reduced Suit2-007 cells' proliferation with an IC50 of 125 μg/mL. Coincubation of LSBPs with EGTA decreased the number of LSBPs binding to the lactosyl resin by ~50%. Ca2+ -sensitive LSBPs included subgroups of galactose-sensitive (10%) and EF-hand calcium binding motifs containing (2.5%) proteins. In vitro, the combination of LSBPs with monosaccharides including galactose synergistically decreased cell proliferation compared to single agents (p < 0.05). In addition, LSBPs in combination with galactose prevented the tumor growth of Suit2-007 cells in nude rats, as opposed to single treatments. At mRNA level, the combination treatment modulated 5% of Ca2+ -sensitive LSBPs and downregulated 216 genes, 18% of which were up-regulated during PDAC progression. This study highlights the importance of calcium and galactose in modulating the affinity and anti-proliferative activity of LSBPs and their potential application as therapeutic agents for metastatic PDAC.
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Affiliation(s)
- Micah N Sagini
- Toxicology and Chemotherapy Unit, German Cancer Research Center (DKFZ), 69120, Heidelberg, Germany.
| | - Agnes Hotz-Wagenblatt
- Genomics and Proteomics Core Facility, Bioinformatics-Husar Unit, German Cancer Research Center (DKFZ), 69120, Heidelberg, Germany
| | - Martin R Berger
- Toxicology and Chemotherapy Unit, German Cancer Research Center (DKFZ), 69120, Heidelberg, Germany.
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Sagini MN, Klika KD, Orry A, Zepp M, Mutiso J, Berger MR. Riproximin Exhibits Diversity in Sugar Binding, and Modulates some Metastasis-Related Proteins with Lectin like Properties in Pancreatic Ductal Adenocarcinoma. Front Pharmacol 2020; 11:549804. [PMID: 33328982 PMCID: PMC7734336 DOI: 10.3389/fphar.2020.549804] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2020] [Accepted: 10/28/2020] [Indexed: 01/03/2023] Open
Abstract
Riproximin (Rpx) is a type II ribosome-inactivating protein with specific anti-proliferative activity. It was purified from Ximenia americana by affinity chromatography using a resin coupled with lactosyl residues. The same technique facilitated isolation of proteins with lectin-like properties from human Suit2-007 and rat ASML pancreatic cancer cells, which were termed lactosyl-sepharose binding proteins (LSBPs). The role of these proteins in cancer progression was investigated at mRNA level using chip array data of Suit2-007 and ASML cells re-isolated from nude rats. These data compared significant mRNA expression changes when relating primary (pancreas) and metastatic (liver) sites following orthotopic and intraportal implantation of Pancreatic Ductal Adenocarcinoma (PDAC) cells, respectively. The affinity of Rpx to 13 simple sugar structures was modeled by docking experiments, the ranking of which was principally confirmed by NMR-spectroscopy. In addition, Rpx and LSBPs were evaluated for anti-proliferative activity and their cellular uptake was assessed by fluorescence microscopy. From 13 monosaccharides evaluated, open-chain rhamnose, β-d-galactose, and α-l-galactopyranose showed the highest affinities for site 1 of Rpx’s B-chain. NMR evaluation yielded a similar ranking, as galactose was among the best binders. Both, Rpx and LSBPs reduced cell proliferation in vitro, but their anti-proliferative effects were decreased by 15–20% in the presence of galactose. The program “Ingenuity Pathway Analysis” identified 2,415 genes showing significantly modulated mRNA expression following exposure of Suit2-007 cells to Rpx in vitro. These genes were then matched to those 1,639 genes, which were significantly modulated in the rat model when comparing primary and metastatic growth of Suit2-007 cells. In this overlap analysis, LSBP genes were considered separately. The potential suitability of Rpx for treating metastatic Suit2-007 PDAC cells was reflected by those genes, which were modulated by Rpx in a way opposite to that observed in cancer progression. Remarkably, these were 14% of all genes modulated during cancer progression, but 71% of the respective LSBP gene subgroup. Based on these findings, we predict that Rpx has the potential to treat PDAC metastasis by modulating genes involved in metastatic progression, especially by targeting LSBPs.
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Affiliation(s)
- Micah N Sagini
- Toxicology and Chemotherapy Unit, German Cancer Research Center, Heidelberg, Germany
| | - Karel D Klika
- Molecular Structure Analysis, German Cancer Research Center, Heidelberg, Germany
| | | | - Michael Zepp
- Toxicology and Chemotherapy Unit, German Cancer Research Center, Heidelberg, Germany
| | - Joshua Mutiso
- Toxicology and Chemotherapy Unit, German Cancer Research Center, Heidelberg, Germany.,Department of Zoological Sciences, Kenyatta University, Nairobi, Kenya
| | - Martin R Berger
- Toxicology and Chemotherapy Unit, German Cancer Research Center, Heidelberg, Germany
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Sagini MN, Klika KD, Hotz-Wagenblatt A, Zepp M, Berger MR. Lactosyl-sepharose binding proteins from pancreatic cancer cells show differential expression in primary and metastatic organs. Exp Biol Med (Maywood) 2020; 245:631-643. [PMID: 32131629 DOI: 10.1177/1535370220910691] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022] Open
Abstract
In normal cells, glycan binding proteins mediate various cellular processes upon recognition and binding to respective ligands. In tumor cells, these proteins have been associated with metastasis. Lactosyl-sepharose binding proteins (LSBPs) were isolated and identified in a workflow involving lactosyl affinity chromatography and label-free quantification mass spectrometry (LFQ MS). A binding study with monosaccharides was performed by microscale thermophoresis and nuclear magnetic resonance spectroscopy. Influence of galactose on LSBPs’ binding to the lactosyl resin was investigated by competitive affinity chromatography followed by LFQ MS. An analysis of amino acids with sugar binding motifs was searched using bioinformatics tools. The expression profiles of these proteins at the mRNA level, as determined by a chip array from a pancreatic ductal adenocarcinoma (PDAC) liver metastasis model, were used for evaluating their potential role in cancer progression. Proteomics data and their respective genes were analyzed by MaxQuant and Ingenuity Pathway Analysis. In total, 1295 LSBPs were isolated and identified from Suit2-007 human pancreatic adenocarcinoma cells. Interaction studies revealed that these proteins exhibit low to moderate affinity for monosaccharide sugars. Some of these LSBPs even showed reduced affinity after calcium depletion. Among the isolated proteins were annexins and galectins in addition to other families, with no history of binding lactosyl residues. A subset of LSBPs exhibited differential profiles in the pancreas, liver, and lung environments. These modulations may be related to tumor progression. In conclusion, we show that PDAC cells contain LSBPs, a subset of which binds galactose with calcium dependency. The differential expression of these proteins in a rat model highlights their value for diagnosis and as potential drug targets for PDAC therapy. Future work will be required to validate these findings in patient samples.Impact statementInteraction of glycan binding proteins with aberrantly expressed glycans in tumor environment is crucial for metastasis. Here, we established a work flow for investigating the presence of a subset of these proteins in PDAC cells, which bind to a lactosyl-sepharose resin. The resin had been designed to isolate proteins with lectin-like properties. The corresponding lactosyl-sepharose binding proteins (LSBPs) show affinity for galactose and other monosaccharides. A subset of the LSBPs shows also calcium dependency. The importance of these proteins is highlighted by their differential expression profiles in PDAC cells growing in primary (pancreas) and metastatic (liver and lung) organ sites. Based on their affinity for the lactosyl-resin and monosaccharides, LSBPs hold potential for PDAC diagnosis and as drug targets. This work has set the stage for further investigation of the occurrence and the role of LSBPs in patient samples using the newly established workflow.
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Affiliation(s)
- Micah N Sagini
- Toxicology and Chemotherapy Unit, German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
| | - Karel D Klika
- Molecular Structure Analysis, German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
| | - Agnes Hotz-Wagenblatt
- Genomics and Proteomics Core Facility, Bioinformatics-Husar Unit, German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
| | - Michael Zepp
- Toxicology and Chemotherapy Unit, German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
| | - Martin R Berger
- Toxicology and Chemotherapy Unit, German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
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12
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Mahdi MR, Georges RB, Ali DM, Bedeer RF, Eltahry HM, Gabr AEHZ, Berger MR. Modulation of the Endothelin System in Colorectal Cancer Liver Metastasis: Influence of Epigenetic Mechanisms? Front Pharmacol 2020; 11:180. [PMID: 32194414 PMCID: PMC7063057 DOI: 10.3389/fphar.2020.00180] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2019] [Accepted: 02/10/2020] [Indexed: 12/13/2022] Open
Abstract
Targeting of endothelin system genes is a promising strategy in cancer therapy. The modulation of these genes was explored in a model of colorectal cancer (CRC) liver metastasis and in a panel of CRC tumor cell lines that were exposed to the demethylating agent decitabine. The CC531 rat model mimicking CRC liver metastasis was used for tumor cell re-isolation and analysis of the endothelin system genes and DNA methyltransferases (DNMTs) by microarray. To mimic the effects caused by methylation changes, a panel of seven CRC cell lines was treated with the demethylating agent decitabine. Three genes of the endothelin system were potently modulated at messenger RNA (mRNA) level in rat CC531 cells during liver colonization. The concomitant decrease of two DNMTs suggested an influence from altered methylation. Changes in gene expression were also accomplished by exposure of CRC cells to the demethylating agent decitabine, when using daily low concentrations for 3 days, with minimal cytotoxic effects. Sensitive human SW480 cells showed an almost 100fold upregulation of endothelin-1 mRNA compared to untreated cells. This, however, was different in LS174T cells, which showed no significant increase in gene expression although the methylation levels were significantly decreased at a variety of corresponding loci. We suggest that the mechanism induced by methylation on gene expression in metastatic CRC cells can be compromised. The results question the overall success of treating metastatic CRC by methylation inhibitors.
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Affiliation(s)
- Mohamed R. Mahdi
- Toxicology and Chemotherapy Unit, German Cancer Research Center (DKFZ), Heidelberg, Germany
- Department of Human Anatomy & Embryology, Faculty of Medicine, Mansoura University, Mansoura, Egypt
| | - Rania B. Georges
- Toxicology and Chemotherapy Unit, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Doaa M. Ali
- Toxicology and Chemotherapy Unit, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Raouf F. Bedeer
- Department of Human Anatomy & Embryology, Faculty of Medicine, Mansoura University, Mansoura, Egypt
| | - Huda M. Eltahry
- Department of Human Anatomy & Embryology, Faculty of Medicine, Mansoura University, Mansoura, Egypt
| | - Abd-El Hakiem Z. Gabr
- Department of Human Anatomy & Embryology, Faculty of Medicine, Mansoura University, Mansoura, Egypt
| | - Martin R. Berger
- Toxicology and Chemotherapy Unit, German Cancer Research Center (DKFZ), Heidelberg, Germany
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Pandey R, Zhou M, Islam S, Chen B, Barker NK, Langlais P, Srivastava A, Luo M, Cooke LS, Weterings E, Mahadevan D. Carcinoembryonic antigen cell adhesion molecule 6 (CEACAM6) in Pancreatic Ductal Adenocarcinoma (PDA): An integrative analysis of a novel therapeutic target. Sci Rep 2019; 9:18347. [PMID: 31797958 PMCID: PMC6893022 DOI: 10.1038/s41598-019-54545-9] [Citation(s) in RCA: 31] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2019] [Accepted: 11/11/2019] [Indexed: 12/14/2022] Open
Abstract
We investigated biomarker CEACAM6, a highly abundant cell surface adhesion receptor that modulates the extracellular matrix (ECM) in pancreatic ductal adenocarcinoma (PDA). The Cancer Genome Atlas (TCGA) and Gene Expression Omnibus (GEO) RNA-Seq data from PDA patients were analyzed for CEACAM6 expression and evaluated for overall survival, association, enrichment and correlations. A CRISPR/Cas9 Knockout (KO) of CEACAM6 in PDA cell line for quantitative proteomics, mitochondrial bioenergetics and tumor growth in mice were conducted. We found CEACAM6 is over-expressed in primary and metastatic basal and classical PDA subtypes. Highest levels are in classical activated stroma subtype. CEACAM6 over-expression is universally a poor prognostic marker in KRAS mutant and wild type PDA. High CEACAM6 expression is associated with low cytolytic T-cell activity in both basal and classical PDA subtypes and correlates with low levels of T-REG markers. In HPAF-II cells knockout of CEACAM6 alters ECM-cell adhesion, catabolism, immune environment, transmembrane transport and autophagy. CEACAM6 loss increases mitochondrial basal and maximal respiratory capacity. HPAF-II CEACAM6−/− cells are growth suppressed by >65% vs. wild type in mice bearing tumors. CEACAM6, a key regulator affects several hallmarks of PDA including the fibrotic reaction, immune regulation, energy metabolism and is a novel therapeutic target in PDA.
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Affiliation(s)
- Ritu Pandey
- University of Arizona Cancer Center, University of Arizona, Tucson, USA. .,Department of Cellular and Molecular Medicine, University of Arizona, Tucson, USA.
| | - Muhan Zhou
- University of Arizona Cancer Center, University of Arizona, Tucson, USA
| | - Shariful Islam
- University of Arizona Cancer Center, University of Arizona, Tucson, USA
| | - Baowei Chen
- University of Arizona Cancer Center, University of Arizona, Tucson, USA
| | - Natalie K Barker
- Department of Medicine, College of Medicine, University of Arizona, Tucson, USA
| | - Paul Langlais
- Department of Medicine, College of Medicine, University of Arizona, Tucson, USA
| | - Anup Srivastava
- Department of Medicine, College of Medicine, University of Arizona, Tucson, USA
| | - Moulun Luo
- Department of Medicine, College of Medicine, University of Arizona, Tucson, USA
| | - Laurence S Cooke
- University of Arizona Cancer Center, University of Arizona, Tucson, USA
| | - Eric Weterings
- University of Arizona Cancer Center, University of Arizona, Tucson, USA.,Department of Medicine, College of Medicine, University of Arizona, Tucson, USA.,Department of Radiation Oncology, College of Medicine, University of Arizona, Tucson, USA
| | - Daruka Mahadevan
- University of Arizona Cancer Center, University of Arizona, Tucson, USA. .,Department of Medicine, College of Medicine, University of Arizona, Tucson, USA.
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