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Zourelidis A, Trojanowicz B, Sunami Y, Hause G, Vieweg D, Kleeff J. Distance-depending transcriptome changes of pancreatic stellate cells in paracrine pancreatic ductal adenocarcinoma co-culture models. Sci Rep 2024; 14:18030. [PMID: 39098880 PMCID: PMC11298529 DOI: 10.1038/s41598-024-68148-6] [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: 02/10/2024] [Accepted: 07/19/2024] [Indexed: 08/06/2024] Open
Abstract
Pancreatic stellate cells (PSC) are one source of cancer-associated fibroblasts (CAF) and play, therefore, an essential role in pancreatic ductal adenocarcinoma (PDA). Paracrine signalling between PDA cells and CAF has been widely studied, yet external influences on paracrine crosstalk are poorly understood. This study aimed to gain a deeper insight into the communication of PSC and cancer cells under different co-culture conditions via analysis of PSC gene expression profiles. Two contactless co-culture models with tumor cells from the p48-Cre; lox-stop-lox-KrasG12D/+; lox-stop-lox-Trp53R172H/+ mouse model (KPC) and murine PSC separated through a microporous membrane and grown in different compartments (standard co-culture) or on different sides of the same membrane (inverse co-culture), were established. RNA-Sequencing analysis of PSC mRNA was performed 24 h and 72 h after co-culture with KPC cells. For selected genes, results were confirmed by quantitative RT-PCR and immunocytochemistry. Standard co-culture displayed 19 differentially expressed genes (DEG) at 24 h and 52 DEG at 72 h. In inverse co-culture, 800 DEG at 24 h and 2213 DEG at 72 h were enriched. PSC showed great heterogeneity in their gene expression profiles; however, mutually regulated genes of both co-cultures, such as VCAN and CHST11, could be identified. VCAN-protein-protein interaction-network analysis revealed several shared genes between co-culture models, such as SDC4 and FN1. In conclusion, PSC show a varying susceptibility to cancer cell signals depending on the co-culture method, with intensified transcriptome changes with closer proximity.
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Affiliation(s)
- Anais Zourelidis
- Department of Visceral, Vascular and Endocrine Surgery, University Hospital Halle, Martin-Luther-University Halle-Wittenberg, Halle, Germany.
| | - Bogusz Trojanowicz
- Department of Visceral, Vascular and Endocrine Surgery, University Hospital Halle, Martin-Luther-University Halle-Wittenberg, Halle, Germany
| | - Yoshiaki Sunami
- Department of Visceral, Vascular and Endocrine Surgery, University Hospital Halle, Martin-Luther-University Halle-Wittenberg, Halle, Germany
| | - Gerd Hause
- Biocenter, Martin-Luther-University Halle-Wittenberg, Halle, Germany
| | - David Vieweg
- Department of Visceral, Vascular and Endocrine Surgery, University Hospital Halle, Martin-Luther-University Halle-Wittenberg, Halle, Germany
| | - Jörg Kleeff
- Department of Visceral, Vascular and Endocrine Surgery, University Hospital Halle, Martin-Luther-University Halle-Wittenberg, Halle, Germany
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G J, A S. Identification of potential biomarkers for pancreatic ductal adenocarcinoma: a bioinformatics analysis. Comput Methods Biomech Biomed Engin 2024:1-15. [PMID: 38773913 DOI: 10.1080/10255842.2024.2356648] [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: 01/28/2023] [Accepted: 05/10/2024] [Indexed: 05/24/2024]
Abstract
PDA is an aggressive cancer with a 5-year survival rate, which is very low. There is no effective prognosis or therapy for PDA because of the lack of target biomarkers. The objective of this article is to identify the target biomarkers for PDA using a bioinformatics approach. In this work, we have analysed the three microarray datasets from the NCBI GEO database. We used the Geo2R tool to analyse the microarray data with the Benjamini and Hochberg false discovery rate method, and the significance level cut-off was set to 0.05. We have identified 659 DEGs from the datasets. There are a total of 15 hub genes that were selected from the PPI network constructed using the STRING application. Furthermore, these 15 genes were evaluated on PDA patients using TCGA and GTEx databases in (GEPIA). The online tool DAVID was used to analyse the functional annotation information for the DEGs. The functional pathway enrichment was performed on the GO and KEGG. The hub genes were mainly enriched for cell division, chromosome segregation, protein binding and microtubule binding. Further, the gene alteration study was performed using the cBioportal tool and screened out six hub genes (ASPM, CENPF, BIRC5, TTK, DLGAP5, and TOP2A) with a high alteration rate in PDA samples. Furthermore, Kaplan-Meier survival analysis was performed on the six hub genes and identified poor-survival outcomes that may be involved in tumorigenesis and PDA development. So, this study concludes that, these six hub genes may be potential prognostic biomarkers for PDA.
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Affiliation(s)
- JagadeeswaraRao G
- Research scholar, AUTDRH, Andhra University, Visakhapatnam, 530003, India
- Department of IT, Aditya Institute of Technology and Management, Tekkali, 532201, India
| | - SivaPrasad A
- Department of Computer Science, Dr. V.S. Krishna Govt. Degree College, Visakhapatnam, 530003, India
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Hosen SMZ, Uddin MN, Xu Z, Buckley BJ, Perera C, Pang TCY, Mekapogu AR, Moni MA, Notta F, Gallinger S, Pirola R, Wilson J, Ranson M, Goldstein D, Apte M. Metastatic phenotype and immunosuppressive tumour microenvironment in pancreatic ductal adenocarcinoma: Key role of the urokinase plasminogen activator (PLAU). Front Immunol 2022; 13:1060957. [PMID: 36591282 PMCID: PMC9794594 DOI: 10.3389/fimmu.2022.1060957] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2022] [Accepted: 11/22/2022] [Indexed: 12/15/2022] Open
Abstract
Background Previous studies have revealed the role of dysregulated urokinase plasminogen activator (encoded by PLAU) expression and activity in several pathways associated with cancer progression. However, systematic investigation into the association of PLAU expression with factors that modulate PDAC (pancreatic ductal adenocarcinoma) progression is lacking, such as those affecting stromal (pancreatic stellate cell, PSC)-cancer cell interactions, tumour immunity, PDAC subtypes and clinical outcomes from potential PLAU inhibition. Methods This study used an integrated bioinformatics approach to identify prognostic markers correlated with PLAU expression using different transcriptomics, proteomics, and clinical data sets. We then determined the association of dysregulated PLAU and correlated signatures with oncogenic pathways, metastatic phenotypes, stroma, immunosuppressive tumour microenvironment (TME) and clinical outcome. Finally, using an in vivo orthotopic model of pancreatic cancer, we confirmed the predicted effect of inhibiting PLAU on tumour growth and metastasis. Results Our analyses revealed that PLAU upregulation is not only associated with numerous other prognostic markers but also associated with the activation of various oncogenic signalling pathways, aggressive phenotypes relevant to PDAC growth and metastasis, such as proliferation, epithelial-mesenchymal transition (EMT), stemness, hypoxia, extracellular cell matrix (ECM) degradation, upregulation of stromal signatures, and immune suppression in the tumour microenvironment (TME). Moreover, the upregulation of PLAU was directly connected with signalling pathways known to mediate PSC-cancer cell interactions. Furthermore, PLAU upregulation was associated with the aggressive basal/squamous phenotype of PDAC and significantly reduced overall survival, indicating that this subset of patients may benefit from therapeutic interventions to inhibit PLAU activity. Our studies with a clinically relevant orthotopic pancreatic model showed that even short-term PLAU inhibition is sufficient to significantly halt tumour growth and, importantly, eliminate visible metastasis. Conclusion Elevated PLAU correlates with increased aggressive phenotypes, stromal score, and immune suppression in PDAC. PLAU upregulation is also closely associated with the basal subtype type of PDAC; patients with this subtype are at high risk of mortality from the disease and may benefit from therapeutic targeting of PLAU.
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Affiliation(s)
- S. M. Zahid Hosen
- Pancreatic Research Group, SWS Clinical Campus, School of Clinical Medicine, Faculty of Medicine and Health, UNSW Sydney, Sydney, NSW, Australia,Ingham Institute for Applied Medical Research, Liverpool, NSW, Australia
| | - Md. Nazim Uddin
- Institute of Food Science and Technology, Bangladesh Council of Scientific and Industrial Research (BCSIR), Dhaka, Bangladesh
| | - Zhihong Xu
- Pancreatic Research Group, SWS Clinical Campus, School of Clinical Medicine, Faculty of Medicine and Health, UNSW Sydney, Sydney, NSW, Australia,Ingham Institute for Applied Medical Research, Liverpool, NSW, Australia
| | - Benjamin J. Buckley
- Molecular Horizons and School of Chemistry & Molecular Bioscience, Faculty of Science, Medicine and Health, University of Wollongong, Wollongong, NSW, Australia,Illawarra Health and Medical Research Institute, Wollongong, NSW, Australia
| | - Chamini Perera
- Pancreatic Research Group, SWS Clinical Campus, School of Clinical Medicine, Faculty of Medicine and Health, UNSW Sydney, Sydney, NSW, Australia,Ingham Institute for Applied Medical Research, Liverpool, NSW, Australia
| | - Tony C. Y. Pang
- Pancreatic Research Group, SWS Clinical Campus, School of Clinical Medicine, Faculty of Medicine and Health, UNSW Sydney, Sydney, NSW, Australia,Westmead Clinical School, Faculty of Medicine and Health, University of Sydney, The University of Sydney, Sydney, NSW, Australia
| | - Alpha Raj Mekapogu
- Pancreatic Research Group, SWS Clinical Campus, School of Clinical Medicine, Faculty of Medicine and Health, UNSW Sydney, Sydney, NSW, Australia,Ingham Institute for Applied Medical Research, Liverpool, NSW, Australia
| | - Mohammad Ali Moni
- School of Health and Rehabilitation Sciences, Faculty of Health and Behavioural Sciences, The University of Queensland, St Lucia, QLD, Australia
| | - Faiyaz Notta
- PanCuRx Translational Research Initiative, Ontario Institute for Cancer Research, Toronto, ON, Canada
| | - Steven Gallinger
- PanCuRx Translational Research Initiative, Ontario Institute for Cancer Research, Toronto, ON, Canada
| | - Ron Pirola
- Pancreatic Research Group, SWS Clinical Campus, School of Clinical Medicine, Faculty of Medicine and Health, UNSW Sydney, Sydney, NSW, Australia
| | - Jeremy Wilson
- Pancreatic Research Group, SWS Clinical Campus, School of Clinical Medicine, Faculty of Medicine and Health, UNSW Sydney, Sydney, NSW, Australia
| | - Marie Ranson
- Molecular Horizons and School of Chemistry & Molecular Bioscience, Faculty of Science, Medicine and Health, University of Wollongong, Wollongong, NSW, Australia,Illawarra Health and Medical Research Institute, Wollongong, NSW, Australia
| | - David Goldstein
- Prince of Wales Clinical School, University of New South Wales, Sydney, NSW, Australia,Department of Medical Oncology, Prince of Wales Hospital, Randwick, NSW, Australia
| | - Minoti Apte
- Pancreatic Research Group, SWS Clinical Campus, School of Clinical Medicine, Faculty of Medicine and Health, UNSW Sydney, Sydney, NSW, Australia,Ingham Institute for Applied Medical Research, Liverpool, NSW, Australia,*Correspondence: Minoti Apte,
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Minaei E, Mueller SA, Ashford B, Thind AS, Mitchell J, Perry JR, Genenger B, Clark JR, Gupta R, Ranson M. Cancer Progression Gene Expression Profiling Identifies the Urokinase Plasminogen Activator Receptor as a Biomarker of Metastasis in Cutaneous Squamous Cell Carcinoma. Front Oncol 2022; 12:835929. [PMID: 35480116 PMCID: PMC9035872 DOI: 10.3389/fonc.2022.835929] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2021] [Accepted: 03/03/2022] [Indexed: 12/16/2022] Open
Abstract
Cutaneous squamous cell carcinoma (cSCC) of the head and neck region is the second most prevalent skin cancer, with metastases to regional lymph nodes occurring in 2%–5% of cases. To further our understanding of the molecular events characterizing cSCC invasion and metastasis, we conducted targeted cancer progression gene expression and pathway analysis in non-metastasizing (PRI-) and metastasizing primary (PRI+) cSCC tumors of the head and neck region, cognate lymph node metastases (MET), and matched sun-exposed skin (SES). The highest differentially expressed genes in metastatic (MET and PRI+) versus non-metastatic tumors (PRI-) and SES included PLAU, PLAUR, MMP1, MMP10, MMP13, ITGA5, VEGFA, and various inflammatory cytokine genes. Pathway enrichment analyses implicated these genes in cellular pathways and functions promoting matrix remodeling, cell survival and migration, and epithelial to mesenchymal transition, which were all significantly activated in metastatic compared to non-metastatic tumors (PRI-) and SES. We validated the overexpression of urokinase plasminogen activator receptor (uPAR, encoded by PLAUR) in an extended patient cohort by demonstrating higher uPAR staining intensity in metastasizing tumors. As pathway analyses identified epidermal growth factor (EGF) as a potential upstream regulator of PLAUR, the effect of EGF on uPAR expression levels and cell motility was functionally validated in human metastatic cSCC cells. In conclusion, we propose that uPAR is an important driver of metastasis in cSCC and represents a potential therapeutic target in this disease.
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Affiliation(s)
- Elahe Minaei
- Illawarra Health and Medical Research Institute (IHMRI), Wollongong, NSW, Australia
- School of Chemistry and Molecular Bioscience, University of Wollongong, Wollongong, NSW, Australia
| | - Simon A. Mueller
- Department of Head and Neck Surgery, Sydney Head and Neck Cancer Institute, Chris O’Brien Lifehouse, Sydney, NSW, Australia
- Department for Otorhinolaryngology, Head and Neck Surgery, Zurich University Hospital University of Zurich, Zurich, Switzerland
| | - Bruce Ashford
- Illawarra Health and Medical Research Institute (IHMRI), Wollongong, NSW, Australia
- Department of Head and Neck Surgery, Sydney Head and Neck Cancer Institute, Chris O’Brien Lifehouse, Sydney, NSW, Australia
- Illawarra and Shoalhaven Local Health District (ISLHD), Wollongong, NSW, Australia
- School of Medicine, University of Wollongong, Wollongong, NSW, Australia
| | - Amarinder Singh Thind
- Illawarra Health and Medical Research Institute (IHMRI), Wollongong, NSW, Australia
- School of Medicine, University of Wollongong, Wollongong, NSW, Australia
| | - Jenny Mitchell
- Illawarra and Shoalhaven Local Health District (ISLHD), Wollongong, NSW, Australia
| | - Jay R. Perry
- Illawarra Health and Medical Research Institute (IHMRI), Wollongong, NSW, Australia
- School of Chemistry and Molecular Bioscience, University of Wollongong, Wollongong, NSW, Australia
| | - Benjamin Genenger
- Illawarra Health and Medical Research Institute (IHMRI), Wollongong, NSW, Australia
- School of Chemistry and Molecular Bioscience, University of Wollongong, Wollongong, NSW, Australia
| | - Jonathan R. Clark
- Department of Head and Neck Surgery, Sydney Head and Neck Cancer Institute, Chris O’Brien Lifehouse, Sydney, NSW, Australia
- Royal Prince Alfred Institute of Academic Surgery, Sydney Local Health District, Sydney, NSW, Australia
- Central Clinical School, Faculty of Medicine and Health, The University of Sydney, Sydney, NSW, Australia
| | - Ruta Gupta
- Department of Head and Neck Surgery, Sydney Head and Neck Cancer Institute, Chris O’Brien Lifehouse, Sydney, NSW, Australia
- Central Clinical School, Faculty of Medicine and Health, The University of Sydney, Sydney, NSW, Australia
- NSW Health Pathology, Department of Tissue Pathology and Diagnostic Oncology, Royal Prince Alfred Hospital, Sydney, NSW, Australia
| | - Marie Ranson
- Illawarra Health and Medical Research Institute (IHMRI), Wollongong, NSW, Australia
- School of Chemistry and Molecular Bioscience, University of Wollongong, Wollongong, NSW, Australia
- *Correspondence: Marie Ranson,
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Kisling SG, Natarajan G, Pothuraju R, Shah A, Batra SK, Kaur S. Implications of prognosis-associated genes in pancreatic tumor metastasis: lessons from global studies in bioinformatics. Cancer Metastasis Rev 2021; 40:721-738. [PMID: 34591244 PMCID: PMC8556170 DOI: 10.1007/s10555-021-09991-1] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/26/2021] [Accepted: 08/31/2021] [Indexed: 12/13/2022]
Abstract
Pancreatic cancer (PC) is a highly lethal malignancy with a 5-year survival rate of 10%. The occurrence of metastasis, among other hallmarks, is the main contributor to its poor prognosis. Consequently, the elucidation of metastatic genes involved in the aggressive nature of the disease and its poor prognosis will result in the development of new treatment modalities for improved management of PC. There is a deep interest in understanding underlying disease pathology, identifying key prognostic genes, and genes associated with metastasis. Computational approaches, which have become increasingly relevant over the last decade, are commonly used to explore such interests. This review aims to address global studies that have employed global approaches to identify prognostic and metastatic genes, while highlighting their methods and limitations. A panel of 48 prognostic genes were identified across these studies, but only five, including ANLN, ARNTL2, PLAU, TOP2A, and VCAN, were validated in multiple studies and associated with metastasis. Their association with metastasis has been further explored here, and the implications of these genes in the metastatic cascade have been interpreted.
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Affiliation(s)
- Sophia G Kisling
- Department of Biochemistry and Molecular Biology, University of Nebraska Medical Center, Omaha, NE, 68198-5870, USA
| | - Gopalakrishnan Natarajan
- Department of Biochemistry and Molecular Biology, University of Nebraska Medical Center, Omaha, NE, 68198-5870, USA
| | - Ramesh Pothuraju
- Department of Biochemistry and Molecular Biology, University of Nebraska Medical Center, Omaha, NE, 68198-5870, USA
| | - Ashu Shah
- Department of Biochemistry and Molecular Biology, University of Nebraska Medical Center, Omaha, NE, 68198-5870, USA
| | - Surinder K Batra
- Department of Biochemistry and Molecular Biology, University of Nebraska Medical Center, Omaha, NE, 68198-5870, USA.
- Eppley Institute for Research in Cancer and Allied Diseases, University of Nebraska Medical Center, Omaha, NE, USA.
- Fred and Pamela Buffet Cancer Center, University of Nebraska Medical Center, Omaha, NE, USA.
| | - Sukhwinder Kaur
- Department of Biochemistry and Molecular Biology, University of Nebraska Medical Center, Omaha, NE, 68198-5870, USA.
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Fu H, Zeng J, Liu C, Gu Y, Zou Y, Chang H. Folate Intake and Risk of Pancreatic Cancer: A Systematic Review and Updated Meta-Analysis of Epidemiological Studies. Dig Dis Sci 2021; 66:2368-2379. [PMID: 32770489 DOI: 10.1007/s10620-020-06525-7] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/22/2020] [Accepted: 07/29/2020] [Indexed: 02/07/2023]
Abstract
INTRODUCTION Pancreatic cancer is one of the most fatal malignancies and primary prevention strategies are limited. Epidemiological studies focusing on the association between folate intake and pancreatic cancer risk have reported inconsistent findings. METHODS A systematic search of the literature was conducted using the PubMed and EMBASE databases. A systematic review and meta-analysis of eligible studies was performed to assess the association between folate intake and risk of pancreatic cancer. RESULTS A total of 16 studies involving 5654 cases and 1,009,374 individuals were included. The result showed a significant association of folate intake with a decreased risk of pancreatic cancer, with a pooled OR of 0.82 (95% CI: 0.69-0.97, P = 0.019) for the highest category of intake vs. the lowest. The data suggested that high intake of folate may contribute to the prevention of pancreatic cancer. However, the association was observed only in case-control studies (OR = 0.78, 95% CI: 0.65-0.93, P = 0.006), but not in cohort studies (RR = 0.85, 95% CI: 0.66-1.09, P = 0.244). Dose-response meta-analysis showed that an increment of folate intake (100 μg/day) was marginally associated with the risk of pancreatic cancer, with a pooled OR of 0.97 (95% CI: 0.93-1.00, P = 0.053). CONCLUSION High folate intake might be inversely associated with pancreatic cancer risk, which needs to be confirmed.
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Affiliation(s)
- Hongjuan Fu
- College of Food Science, Southwest University, No. 2 Tiansheng Road, Beibei District, Chongqing, 400715, China
| | - Jie Zeng
- College of Food Science, Southwest University, No. 2 Tiansheng Road, Beibei District, Chongqing, 400715, China
| | - Chang Liu
- College of Food Science, Southwest University, No. 2 Tiansheng Road, Beibei District, Chongqing, 400715, China
| | - Yi Gu
- College of Food Science, Southwest University, No. 2 Tiansheng Road, Beibei District, Chongqing, 400715, China
| | - Yixin Zou
- College of Food Science, Southwest University, No. 2 Tiansheng Road, Beibei District, Chongqing, 400715, China
| | - Hui Chang
- College of Food Science, Southwest University, No. 2 Tiansheng Road, Beibei District, Chongqing, 400715, China.
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Wu K, Mao YY, Han NN, Wu H, Zhang S. PLAU1 Facilitated Proliferation, Invasion, and Metastasis via Interaction With MMP1 in Head and Neck Squamous Carcinoma. Front Oncol 2021; 11:574260. [PMID: 33816223 PMCID: PMC8013724 DOI: 10.3389/fonc.2021.574260] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2020] [Accepted: 03/01/2021] [Indexed: 12/25/2022] Open
Abstract
Head and neck squamous cell carcinoma (HNSCC) is the sixth most common malignant neoplasm; it is associated with high morbidity and mortality. Thus, understanding the molecular mechanisms underlying its initiation and progression is critical for establishing the most appropriate treatment strategies. We found that urokinase-type plasminogen activator (PLAU1) was upregulated and associated with poor prognosis in HNSCC. Silencing of PLAU1 inhibited the proliferation, colony-formation, migration, and invasion abilities of HNSCC cells in vitro and reduced the expression of matrix metalloproteinase 1 (MMP1), whereas PLAU1 overexpression significantly enhanced the growth, the colony-formation, migration, and invasion abilities, and the xenograft tumor growth of HNSCC cells in vivo and increased the expression of MMP1. The Co-IP assay verified that PLAU1 interacted with MMP1. A positive correlation between PLAU1 and MMP1 expression was observed in HNSCC samples. si-RNAs against MMP1 reversed the aggressive effects of PLAU1 overexpression in HNSCC. Taken together, our data revealed that PLAU1 facilitated HNSCC cell proliferation, invasion, and metastasis via interaction with MMP1.
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Affiliation(s)
- Kun Wu
- Department of Stomatology, Second Xiangya Hospital, Central South University, Changsha, China
| | - Yuan-Yuan Mao
- Department of Stomatology, Second Xiangya Hospital, Central South University, Changsha, China
| | - Nan-Nan Han
- Department of Oral Maxillofacial-Head and Neck Oncology, Shanghai Ninth People's Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Hanjiang Wu
- Department of Stomatology, Second Xiangya Hospital, Central South University, Changsha, China
| | - Sheng Zhang
- Department of Stomatology, Second Xiangya Hospital, Central South University, Changsha, China
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8
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Jie Y, Peng W, Li YY. Identification of novel candidate biomarkers for pancreatic adenocarcinoma based on TCGA cohort. Aging (Albany NY) 2021; 13:5698-5717. [PMID: 33591944 PMCID: PMC7950294 DOI: 10.18632/aging.202494] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2020] [Accepted: 12/18/2020] [Indexed: 12/15/2022]
Abstract
Pancreatic adenocarcinoma (PAAD) is the most serious solid tumor type throughout the world. The present study aimed to identify novel biomarkers and potential efficacious small drugs in PAAD using integrated bioinformatics analyses. A total of 4777 differentially expressed genes (DEGs) were filtered, 2536 upregulated DEGs and 2241 downregulated DEGs. Weighted gene co-expression network analysis was then used and identified 12 modules, of which, blue module with the most significant enrichment result was selected. KEGG and GO enrichment analyses showed that all DEGs of blue module were enriched in EMT and PI3K/Akt pathway. Three hub genes (ITGB1, ITGB5, and OSMR) were determined as key genes with higher expression levels, significant prognostic value and excellent diagnostic efficiency for PAAD. Additionally, some small molecule drugs that possess the potential to treat PAAD were screened out, including thapsigargin (TG). Functional in vitro experiments revealed that TG repressed cell viability via inactivating the PI3K/Akt pathway in PAAD cells. Totally, our findings identified three key genes implicated in PAAD and screened out several potential small drugs to treat PAAD.
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Affiliation(s)
- Yang Jie
- Department of Pharmacy, Shandong Provincial Hospital, Jinan 250022, Shandong, P.R. China
| | - Wang Peng
- Department of Pharmacy, The First Affiliated Hospital of Shandong First Medical University, Jinan 250014, Shandong, P.R. China
| | - Yuan-Yuan Li
- Department of Pharmacy, The First Affiliated Hospital of Shandong First Medical University, Jinan 250014, Shandong, P.R. China
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9
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Søreide K, Roalsø M, Aunan JR. Is There a Trojan Horse to Aggressive Pancreatic Cancer Biology? A Review of the Trypsin-PAR2 Axis to Proliferation, Early Invasion, and Metastasis. J Pancreat Cancer 2020; 6:12-20. [PMID: 32064449 PMCID: PMC7014313 DOI: 10.1089/pancan.2019.0014] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023] Open
Abstract
Purpose: Pancreatic cancer is one of the most lethal of solid tumors and is associated with aggressive cancer biology. The purpose is to review the role of trypsin and effect on molecular and cellular processes potentially explaining the aggressive biology in pancreatic cancer. Methods: A narrative literature review of studies investigating trypsin and its effect on protease systems in cancer, with special reference to pancreatic cancer biology. Results: Proteases, such as trypsin, provides a significant advantage to developing tumors through the ability to remodel the extracellular matrix, promote cell invasion and migration, and facilitate angiogenesis. Trypsin is a digestive enzyme produced by the exocrine pancreas that is also related to mechanisms of proliferation, invasion and metastasis. Several of these mechanisms may be co-regulated or influenced by activation of proteinase-activated receptor 2 (PAR-2). The current role in pancreatic cancer is not clear but emerging data suggest several potential mechanisms. Trypsin may act as a Trojan horse in the pancreatic gland, facilitating several molecular pathways from the onset, which leads to rapid progression of the disease. Pancreatic cancer cell lines containing PAR-2 proliferate upon exposure to trypsin, whereas cancer cell lines not containing PAR-2 fail to proliferate upon trypsin expression. Several mechanisms of action include a proinflammatory environment, signals inducing proliferation and migration, and direct and indirect evidence for mechanisms promoting invasion and metastasis. Novel techniques (such as organoid models) and increased understanding of mechanisms (such as the microbiome) may yield improved understanding into the role of trypsin in pancreatic carcinogenesis. Conclusion: Trypsin is naturally present in the pancreatic gland and may experience pathological activation intracellularly and in the neoplastic environment, which speeds up molecular mechanisms of proliferation, invasion, and metastasis. Further investigation of these processes will provide important insights into how pancreatic cancer evolves, and suggest new ways for treatment.
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Affiliation(s)
- Kjetil Søreide
- Gastrointestinal Translational Research Unit, Laboratory for Molecular Medicine, Stavanger University Hospital, Stavanger, Norway.,Department of Gastrointestinal Surgery, HPB Unit, Stavanger University Hospital, Stavanger, Norway.,Department of Clinical Medicine, University of Bergen, Bergen, Norway
| | - Marcus Roalsø
- Gastrointestinal Translational Research Unit, Laboratory for Molecular Medicine, Stavanger University Hospital, Stavanger, Norway.,Department of Gastrointestinal Surgery, HPB Unit, Stavanger University Hospital, Stavanger, Norway.,Faculty of Health and Medicine, University of Stavanger, Stavanger, Norway
| | - Jan Rune Aunan
- Gastrointestinal Translational Research Unit, Laboratory for Molecular Medicine, Stavanger University Hospital, Stavanger, Norway.,Department of Gastrointestinal Surgery, HPB Unit, Stavanger University Hospital, Stavanger, Norway
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Bazzichetto C, Conciatori F, Luchini C, Simionato F, Santoro R, Vaccaro V, Corbo V, Falcone I, Ferretti G, Cognetti F, Melisi D, Scarpa A, Ciuffreda L, Milella M. From Genetic Alterations to Tumor Microenvironment: The Ariadne's String in Pancreatic Cancer. Cells 2020; 9:cells9020309. [PMID: 32012917 PMCID: PMC7072496 DOI: 10.3390/cells9020309] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2019] [Revised: 01/18/2020] [Accepted: 01/23/2020] [Indexed: 02/06/2023] Open
Abstract
The threatening notoriety of pancreatic cancer mainly arises from its negligible early diagnosis, highly aggressive progression, failure of conventional therapeutic options and consequent very poor prognosis. The most important driver genes of pancreatic cancer are the oncogene KRAS and the tumor suppressors TP53, CDKN2A, and SMAD4. Although the presence of few drivers, several signaling pathways are involved in the oncogenesis of this cancer type, some of them with promising targets for precision oncology. Pancreatic cancer is recognized as one of immunosuppressive phenotype cancer: it is characterized by a fibrotic-desmoplastic stroma, in which there is an intensive cross-talk between several cellular (e.g., fibroblasts, myeloid cells, lymphocytes, endothelial, and myeloid cells) and acellular (collagen, fibronectin, and soluble factors) components. In this review; we aim to describe the current knowledge of the genetic/biological landscape of pancreatic cancer and the composition of its tumor microenvironment; in order to better direct in the intrinsic labyrinth of this complex tumor type. Indeed; disentangling the genetic and molecular characteristics of cancer cells and the environment in which they evolve may represent the crucial step towards more effective therapeutic strategies
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Affiliation(s)
- Chiara Bazzichetto
- Medical Oncology 1, IRCCS Regina Elena National Cancer Institute, 00144 Rome, Italy; (C.B.); (V.V.); (I.F.); (G.F.); (F.C.)
| | - Fabiana Conciatori
- Medical Oncology 1, IRCCS Regina Elena National Cancer Institute, 00144 Rome, Italy; (C.B.); (V.V.); (I.F.); (G.F.); (F.C.)
- Correspondence: ; Tel.: +39-06-52665185
| | - Claudio Luchini
- Department of Diagnostics and Public Health, Section of Pathology, University and Hospital Trust of Verona, 37134 Verona, Italy;
| | - Francesca Simionato
- Division of Oncology, University of Verona, 37126 Verona, Italy; (F.S.); (M.M.)
| | - Raffaela Santoro
- Medicine-Digestive Molecular Clinical Oncology Research Unit, University of Verona, 37126 Verona, Italy; (R.S.); (D.M.)
| | - Vanja Vaccaro
- Medical Oncology 1, IRCCS Regina Elena National Cancer Institute, 00144 Rome, Italy; (C.B.); (V.V.); (I.F.); (G.F.); (F.C.)
| | - Vincenzo Corbo
- ARC-Net Research Centre, University and Hospital Trust of Verona, 37126 Verona, Italy; (V.C.); (A.S.)
| | - Italia Falcone
- Medical Oncology 1, IRCCS Regina Elena National Cancer Institute, 00144 Rome, Italy; (C.B.); (V.V.); (I.F.); (G.F.); (F.C.)
| | - Gianluigi Ferretti
- Medical Oncology 1, IRCCS Regina Elena National Cancer Institute, 00144 Rome, Italy; (C.B.); (V.V.); (I.F.); (G.F.); (F.C.)
| | - Francesco Cognetti
- Medical Oncology 1, IRCCS Regina Elena National Cancer Institute, 00144 Rome, Italy; (C.B.); (V.V.); (I.F.); (G.F.); (F.C.)
| | - Davide Melisi
- Medicine-Digestive Molecular Clinical Oncology Research Unit, University of Verona, 37126 Verona, Italy; (R.S.); (D.M.)
| | - Aldo Scarpa
- ARC-Net Research Centre, University and Hospital Trust of Verona, 37126 Verona, Italy; (V.C.); (A.S.)
| | - Ludovica Ciuffreda
- SAFU, Department of Research, Advanced Diagnostics, and Technological Innovation, IRCCS Regina Elena National Cancer Institute, 00144 Rome, Italy;
| | - Michele Milella
- Division of Oncology, University of Verona, 37126 Verona, Italy; (F.S.); (M.M.)
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