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Iliesiu A, Toma RV, Ciongariu AM, Costea R, Zarnescu N, Bîlteanu L. A pancreatic adenocarcinoma mimicking hepatoid carcinoma of uncertain histogenesis: A case report and literature review. Oncol Lett 2023; 26:442. [PMID: 37720666 PMCID: PMC10502951 DOI: 10.3892/ol.2023.14029] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2022] [Accepted: 06/19/2023] [Indexed: 09/19/2023] Open
Abstract
In rare cases, metastatic adenocarcinomas of different origin may exhibit the features of hepatoid carcinoma (HC), a rare malignant epithelial tumor, most commonly occurring in the ovaries and stomach, as well as in the pancreas and biliary ducts. A case of a 72-year-old female patient who developed a highly aggressive, poorly differentiated pancreatic ductal adenocarcinoma with peritoneal carcinomatosis, demonstrating hepatoid differentiation upon conventional hematoxylin and eosin staining is reported in the present study. The patient presented with severe abdominal pain, and the radiological investigations performed revealed ovarian and hepatic tumor masses and peritoneal lesions, which were surgically removed. The gross examination of the peritoneum and omentum revealed multiple solid, firm, grey-white nodules, diffusely infiltrating the adipose tissue. The microscopic examination revealed a malignant epithelial proliferation, composed of polygonal cells with abundant eosinophilic cytoplasm and irregular, pleomorphic nuclei. Certain cells presented with intracytoplasmic mucus inclusions, raising suspicion of a HC with an uncertain histogenesis. Immunohistochemical staining was performed, and the tumor cells were found to be positive for cytokeratin (CK)7, CK18 and mucin 5AC, whereas negative staining for CK20, caudal-type homeobox transcription factor 2, α-fetoprotein, paired box gene 8, GATA-binding protein 3 and Wilms tumor 1 were documented. Thus, the diagnosis of metastatic pancreatic adenocarcinoma was established. The main aim of the present study was to provide further knowledge concerning poorly differentiated metastatic adenocarcinoma resembling HC, emphasizing the histopathological and immunohistochemical features of these malignant lesions and raising awareness of the diagnostic difficulties that may arise, as well as the importance of the use immunohistochemistry in differentiating carcinomas of uncertain histogenesis.
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Affiliation(s)
- Andreea Iliesiu
- Department of Pathology, University Emergency Hospital of Bucharest, Bucharest 014461, Romania
- Faculty of General Medicine, ‘Carol Davila’ University of Medicine and Pharmacy, Bucharest 050474, Romania
| | - Radu-Valeriu Toma
- Faculty of General Medicine, ‘Carol Davila’ University of Medicine and Pharmacy, Bucharest 050474, Romania
- Oncological Institute ‘Alexandru Trestioreanu’, Bucharest 022328, Romania
| | - Ana Maria Ciongariu
- Department of Pathology, University Emergency Hospital of Bucharest, Bucharest 014461, Romania
- Faculty of General Medicine, ‘Carol Davila’ University of Medicine and Pharmacy, Bucharest 050474, Romania
| | - Radu Costea
- Faculty of General Medicine, ‘Carol Davila’ University of Medicine and Pharmacy, Bucharest 050474, Romania
- Second Department of Surgery, University Emergency Hospital of Bucharest, Bucharest 050098, Romania
| | - Narcis Zarnescu
- Faculty of General Medicine, ‘Carol Davila’ University of Medicine and Pharmacy, Bucharest 050474, Romania
- Second Department of Surgery, University Emergency Hospital of Bucharest, Bucharest 050098, Romania
| | - Liviu Bîlteanu
- Oncological Institute ‘Alexandru Trestioreanu’, Bucharest 022328, Romania
- Department of Preclinical Sciences, Faculty of Veterinary Medicine, University of Agronomic Sciences and Veterinary Medicine, Bucharest 050097, Romania
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2
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Montalvo-Javé EE, Nuño-Lámbarri N, López-Sánchez GN, Ayala-Moreno EA, Gutierrez-Reyes G, Beane J, Pawlik TM. Pancreatic Cancer: Genetic Conditions and Epigenetic Alterations. J Gastrointest Surg 2023; 27:1001-1010. [PMID: 36749558 DOI: 10.1007/s11605-022-05553-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/15/2022] [Accepted: 11/19/2022] [Indexed: 02/08/2023]
Abstract
BACKGROUND Pancreatic cancer is a lethal proliferative disease driven by multiple genetic and epigenetic alterations. Microarrays and omics-based sequencing techniques are potent tools that have facilitated a broader understanding of the complex biological processes that drive pancreatic ductal adenocarcinoma (PDAC). In turn, these tools have resulted in the identification of novel disease markers, prognostic factors, and therapeutic targets. Herein, we provide a review of the genetic and epigenetic drivers of PDAC relative to recent discoveries that impact patient management. METHODS A review of PubMed, Medline, Clinical Key, and Index Medicus was conducted to identify literature from January 1995 to July 2022 that is related to PDAC genetics and epigenetics. Articles in Spanish and English were considered during selection. RESULTS Molecular, genetic, and epigenetic diagnostic tools, novel biomarkers, and promising therapeutic targets have emerged in the treatment of pancreatic cancer. The implementation of microarray technology and application of large omics-based data repositories have facilitated recent discoveries in PDAC. Multiple molecular analyses based on RNA interference have been instrumental in the identification of novel therapeutic targets for patients with PDAC. Moreover, microarrays and next-generation omics-based discoveries have been instrumental in the characterization of subtypes of pancreatic cancer, thereby improving prognostication and refining patient selection for available targeted therapies. CONCLUSION Advances in molecular biology, genetics, and epigenetics have ushered in a new era of discovery in the pathobiology of PDAC. Current efforts are underway to translate these findings into clinical tools and therapies to improve outcomes in patients with PDAC.
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Affiliation(s)
- Eduardo E Montalvo-Javé
- Hepatopancreatobiliary Clinic, Department of Surgery, Hospital General de México "Dr. Eduardo Liceaga", Mexico City, Mexico. .,Department of Surgery, Faculty of Medicine, Universidad Nacional Autónoma de México, Mexico City, Mexico.
| | | | | | - Edwin A Ayala-Moreno
- Department of Surgery, Hospital General de México "Dr. Eduardo Liceaga", Mexico City, Mexico
| | - Gabriela Gutierrez-Reyes
- Liver, Pancreas and Motility Laboratory, Unit of Experimental Medicine, Hospital General de México "Dr. Eduardo Liceaga", Mexico City, Mexico
| | - Joal Beane
- Department of Surgery, The Ohio State University, Wexner Medical Center, Columbus, OH, USA
| | - Timothy M Pawlik
- Department of Surgery, The Ohio State University, Wexner Medical Center, Columbus, OH, USA
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3
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Liu X, Chen B, Chen J, Su Z, Sun S. Deubiquitinase ubiquitin-specific peptidase 10 maintains cysteine rich angiogenic inducer 61 expression via Yes1 associated transcriptional regulator to augment immune escape and metastasis of pancreatic adenocarcinoma. Cancer Sci 2022; 113:1868-1879. [PMID: 35271750 PMCID: PMC9128165 DOI: 10.1111/cas.15326] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2021] [Revised: 03/01/2022] [Accepted: 03/03/2022] [Indexed: 12/24/2022] Open
Abstract
Pancreatic adenocarcinoma (PAAD) remains an extremely fatal malignancy with a high mortality rate worldwide. This study focuses on the roles of ubiquitin-specific peptidase 10 (USP10) and cysteine rich angiogenic inducer 61 (Cyr61) in macrophage polarization, immune escape, and metastasis of PAAD. USP10 showed a positive correlation with Yes1 associated transcriptional regulator (YAP1), which, according to the TCGA-PAAD database, is highly expressed in PAAD and indicates poor patient prognosis. USP10 knockdown increased ubiquitination and degradation of YAP1, which further decreased the programmed cell death ligand 1 (PD-L1) and Galectin-9 expression, suppressed immune escape, and reduced the proliferation and metastasis of PAAD cells in vitro and in vivo. Cyr61, a downstream factor of YAP1, was overexpressed in PAAD cells after USP10 silencing for rescue experiments. Overexpression of Cyr61 restored the PD-L1 and Galectin-9 expression in cells and triggered M2 polarization of macrophages, which enhanced the immune escape and maintained the proliferation and metastasis ability of PAAD cells. In conclusion, this work demonstrates that USP10 inhibits YAP1 ubiquitination and degradation to promote Cyr61 expression, which induces immune escape and promotes growth and metastasis of PAAD.
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Affiliation(s)
- Xun Liu
- Department of General SurgeryShengjing Hospital of China Medical UniversityShenyangChina
| | - Bobo Chen
- Department of General SurgeryShengjing Hospital of China Medical UniversityShenyangChina
| | - Jiahui Chen
- Department of General SurgeryShengjing Hospital of China Medical UniversityShenyangChina
| | - Zuoyuan Su
- Department of General SurgeryShengjing Hospital of China Medical UniversityShenyangChina
| | - Shaolong Sun
- Department of General SurgeryShengjing Hospital of China Medical UniversityShenyangChina
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4
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Deng Y, Li Y, Wu T, Chen X, Li X, Cai K, Wu X. RAD6 Positively Affects Tumorigenesis of Esophageal Squamous Cell Carcinoma by Regulating Histone Ubiquitination of CCNB1. Biol Proced Online 2022; 24:4. [PMID: 35321657 PMCID: PMC8943946 DOI: 10.1186/s12575-022-00165-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2021] [Accepted: 02/21/2022] [Indexed: 11/23/2022] Open
Abstract
Objective Esophageal carcinoma (ESCA) is deadly cancer worldwide with unknown etiology. This study aimed to investigate the impact and mechanism of RAD6 on the development of Esophageal squamous cell carcinoma (ESCC). Expressions of RAD6A and RAD6B in ESCA were investigated from TCGA dataset and their expressions in tissue sample of ESCA patients and cells were determined. Functional experiments were conducted to explore the impact of RAD6A and RAD6B on malignant characteristics of several kinds of ESCC cells. Animal experiment was established and injected with RAD6A and RAD6B shRNA to evaluate the effect on tumor growth. RAD6A and RAD6B were up-regulated in ESCC cells and tissues. Overexpressed RAD6A and RAD6B similarly increased ESCC cell proliferation, invasion and migration and silencing of RAD6 exerted opposite effects. Knockdown of RAD6A suppressed tumor growth and decreased the level of H2B, as data demonstrated positive correlation between RAD6A and CCNB1 in ESCC tissues. Collectively, this study elucidates that RAD6 is up-regulated in ESCC and promotes the progression of ESCC through up-regulation of CCNB1 to enhance H2B ubiquitination. These evidence provide a novel insight into the pathogenesis of ESCC and might contribute to the development of targeted therapy.
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Affiliation(s)
- Yu Deng
- Department of Thoracic Surgery, Nanfang Hospital of Southern Medical University, Guangzhou, China
| | - Yujiang Li
- Department of Thoracic Surgery, Nanfang Hospital of Southern Medical University, Guangzhou, China.,Department of Thoracic and Cardiovascular Surgery, Affiliated Dongguan People's Hospital, Southern Medical University, Dongguan, China
| | - Tiantong Wu
- Department of General Surgery, Nanfang Hospital of Southern Medical University, Guangzhou, China
| | - Xuyuan Chen
- Department of Thoracic Surgery, Nanfang Hospital of Southern Medical University, Guangzhou, China
| | - Xiang Li
- Department of Emergency Medicine, Nanfang Hospital of Southern Medical University, Guangzhou, China
| | - Kaican Cai
- Department of Thoracic Surgery, Nanfang Hospital of Southern Medical University, Guangzhou, China.
| | - Xu Wu
- Department of Thoracic Surgery, Nanfang Hospital of Southern Medical University, Guangzhou, China.
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5
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Wang W, Yan L, Guan X, Dong B, Zhao M, Wu J, Tian X, Hao C. Identification of an Immune-Related Signature for Predicting Prognosis in Patients With Pancreatic Ductal Adenocarcinoma. Front Oncol 2021; 10:618215. [PMID: 33718118 PMCID: PMC7945593 DOI: 10.3389/fonc.2020.618215] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2020] [Accepted: 12/31/2020] [Indexed: 12/26/2022] Open
Abstract
PURPOSE Pancreatic ductal adenocarcinoma (PDAC) is one of the highest fatality rate cancers with poor survival rates. The tumor microenvironment (TME) is vital for tumor immune responses, leading to resistance to chemotherapy and poor prognosis of PDAC patients. This study aimed to provide a comprehensive evaluation of the immune genes and microenvironment in PDAC that might help in predicting prognosis and guiding clinical treatments. METHODS We developed a prognosis-associated immune signature (i.e., PAIS) based on immune-associated genes to predict the overall survival of patients with PDAC. The clinical significance and immune landscapes of the signature were comprehensively analyzed. RESULTS Owing to gene expression profiles from TCGA database, functional enrichment analysis revealed a significant difference in the immune response between PDAC and normal pancreas. Using transcriptome data analysis of a training set, we identified an immune signature represented by 5 genes (ESR2, IDO1, IL20RB, PPP3CA, and PLAU) related to the overall survival of patients with PDAC, significantly. This training set was well-validated in a test set. Our results indicated a clear association between a high-risk score and a very poor prognosis. Stratification analysis and multivariate Cox regression analysis revealed that PAIS was an important prognostic factor. We also found that the risk score was positively correlated with the inflammatory response, antigen-presenting process, and expression level of some immunosuppressive checkpoint molecules (e.g., CD73, PD-L1, CD80, and B7-H3). These results suggested that high-risk patients had a suppressed immune response. However, they could respond better to chemotherapy. In addition, PAIS was positively correlated with the infiltration of M2 macrophages in PDAC. CONCLUSIONS This study highlighted the relationship between the immune response and prognosis in PDAC and developed a clinically feasible signature that might serve as a powerful prognostic tool and help further optimize the cancer therapy paradigm.
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Affiliation(s)
- Weijia Wang
- Key Laboratory of Carcinogenesis and Translational Research, Ministry of Education, Department of Hepato-Pancreato-Biliary Surgery, Peking University Cancer Hospital & Institute, Beijing, China
| | - Liang Yan
- Key Laboratory of Carcinogenesis and Translational Research, Ministry of Education, Department of Hepato-Pancreato-Biliary Surgery, Peking University Cancer Hospital & Institute, Beijing, China
| | - Xiaoya Guan
- Key Laboratory of Carcinogenesis and Translational Research, Ministry of Education, Department of Hepato-Pancreato-Biliary Surgery, Peking University Cancer Hospital & Institute, Beijing, China
| | - Bin Dong
- Key Laboratory of Carcinogenesis and Translational Research, Ministry of Education, Central Laboratory, Peking University Cancer Hospital & Institute, Beijing, China
| | - Min Zhao
- Key Laboratory of Carcinogenesis and Translational Research, Ministry of Education, Department of Pathology, Peking University Cancer Hospital & Institute, Beijing, China
| | - Jianhui Wu
- Key Laboratory of Carcinogenesis and Translational Research, Ministry of Education, Department of Hepato-Pancreato-Biliary Surgery, Peking University Cancer Hospital & Institute, Beijing, China
| | - Xiuyun Tian
- Key Laboratory of Carcinogenesis and Translational Research, Ministry of Education, Department of Hepato-Pancreato-Biliary Surgery, Peking University Cancer Hospital & Institute, Beijing, China
| | - Chunyi Hao
- Key Laboratory of Carcinogenesis and Translational Research, Ministry of Education, Department of Hepato-Pancreato-Biliary Surgery, Peking University Cancer Hospital & Institute, Beijing, China
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6
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Feltes BC, Poloni JDF, Nunes IJG, Faria SS, Dorn M. Multi-Approach Bioinformatics Analysis of Curated Omics Data Provides a Gene Expression Panorama for Multiple Cancer Types. Front Genet 2020; 11:586602. [PMID: 33329726 PMCID: PMC7719697 DOI: 10.3389/fgene.2020.586602] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2020] [Accepted: 10/09/2020] [Indexed: 12/19/2022] Open
Abstract
Studies describing the expression patterns and biomarkers for the tumoral process increase in number every year. The availability of new datasets, although essential, also creates a confusing landscape where common or critical mechanisms are obscured amidst the divergent and heterogeneous nature of such results. In this work, we manually curated the Gene Expression Omnibus using rigorous filtering criteria to select the most homogeneous and highest quality microarray and RNA-seq datasets from multiple types of cancer. By applying systems biology approaches, combined with machine learning analysis, we investigated possible frequently deregulated molecular mechanisms underlying the tumoral process. Our multi-approach analysis of 99 curated datasets, composed of 5,406 samples, revealed 47 differentially expressed genes in all analyzed cancer types, which were all in agreement with the validation using TCGA data. Results suggest that the tumoral process is more related to the overexpression of core deregulated machinery than the underexpression of a given gene set. Additionally, we identified gene expression similarities between different cancer types not described before and performed an overall survival analysis using 20 cancer types. Finally, we were able to suggest a core regulatory mechanism that could be frequently deregulated.
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Affiliation(s)
- Bruno César Feltes
- Laboratory of Structural Bioinformatics and Computational Biology, Institute of Informatics, Federal University of Rio Grande do Sul, Porto Alegre, Brazil
| | - Joice de Faria Poloni
- Laboratory of Structural Bioinformatics and Computational Biology, Institute of Informatics, Federal University of Rio Grande do Sul, Porto Alegre, Brazil
| | | | - Sara Socorro Faria
- Laboratory of Immunology and Inflammation, Department of Cell Biology, University of Brasilia, Brasilia, Brazil
| | - Marcio Dorn
- Laboratory of Structural Bioinformatics and Computational Biology, Institute of Informatics, Federal University of Rio Grande do Sul, Porto Alegre, Brazil
- Center of Biotechnology, Federal University of Rio Grande do Sul, Porto Alegre, Brazil
- National Institute of Science and Technology - Forensic Science, Porto Alegre, Brazil
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7
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Shi LE, Shang X, Nie KC, Xu Q, Chen NB, Zhu ZZ. Identification of potential crucial genes associated with the pathogenesis and prognosis of pancreatic adenocarcinoma. Oncol Lett 2020; 20:60. [PMID: 32793313 PMCID: PMC7418510 DOI: 10.3892/ol.2020.11921] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2020] [Accepted: 06/22/2020] [Indexed: 02/06/2023] Open
Abstract
Pancreatic adenocarcinoma (PAAD) is a type of malignant tumor with the highest mortality rate among all neoplasms worldwide, and its exact pathogenesis is still poorly understood. Timely diagnosis and treatment are of great importance in order to decrease the mortality rate of PAAD. Therefore, identifying new biomarkers for diagnosis and prognosis is essential to enable early detection of PAAD and to improve the overall survival (OS) rate. In order to screen and integrate differentially expressed genes (DEGs) between PAAD and normal tissues, a total of seven datasets were downloaded from the Gene Expression Omnibus database and the ‘limma’ and ‘robustrankggreg’ packages in R software were used. The Gene Ontology and Kyoto Encyclopedia of Genes and Genomes analysis of the DEGs was performed using the Database for Annotation, Visualization and Integrated Discovery website, and the protein-protein interaction network analysis was performed using the Search Tool for the Retrieval of Interacting Genes/Proteins database. A gene prognostic signature was constructed using the Cox regression model. A total of 10 genes (CDK1, CCNB1, CDC20, ASPM, UBE2C, TPX2, TOP2A, NUSAP1, KIF20A and DLGAP5) that may be associated with pancreatic adenocarcinoma were identified. According to the differentially expressed genes in The Cancer Genome Atlas, the present study set up four prognostic signatures (matrix metalloproteinase 12, sodium voltage-gated channel α subunit 11, tetraspanin 1 and SH3 domain and tetratricopeptide repeats-containing 2), which effectively predicted OS. The hub genes that were highly associated with the occurrence, development and prognosis of PAAD were identified, which may be helpful to further understand the molecular basis of pancreatic cancer and guide the synthesis of drugs for PPAD.
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Affiliation(s)
- Lan-Er Shi
- Department of Endocrinology, The First Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou, Guangdong 510405, P.R. China
| | - Xin Shang
- Department of Endocrinology, The First Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou, Guangdong 510405, P.R. China
| | - Ke-Chao Nie
- Department of Endocrinology, The First Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou, Guangdong 510405, P.R. China
| | - Qiang Xu
- Department of Endocrinology, The First Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou, Guangdong 510405, P.R. China
| | - Na-Bei Chen
- Department of Endocrinology, The First Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou, Guangdong 510405, P.R. China
| | - Zhang-Zhi Zhu
- Department of Endocrinology, The First Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou, Guangdong 510405, P.R. China
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8
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Pu N, Chen Q, Gao S, Liu G, Zhu Y, Yin L, Hu H, Wei L, Wu Y, Maeda S, Lou W, Yu J, Wu W. Genetic landscape of prognostic value in pancreatic ductal adenocarcinoma microenvironment. ANNALS OF TRANSLATIONAL MEDICINE 2019; 7:645. [PMID: 31930046 DOI: 10.21037/atm.2019.10.91] [Citation(s) in RCA: 26] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Abstract
Background The prognosis of pancreatic ductal adenocarcinoma (PDAC) remains dismally poor and is widely considered as an intricate genetic disorder. The mutational landscape of PDAC may directly reflect cancer immunogenicity and dictate the extent and phenotype of immune cell infiltration. In adverse, the microenvironment may also effect the gene expression of cancer cells, which is associated with clinical prognosis. Thus, it is crucial to identify genomic alterations in PDAC microenvironment and its impacts on clinical prognosis. Methods The gene expression profiles, mutation data and clinical information of 179 pancreatic cancer patients with an initial pathologic diagnosis ranging from 2001 to 2013 were retrieved from The Cancer Genome Atlas (TCGA) database. The MAlignant Tumor tissues using Expression data (ESTIMATE) algorithm for calculating immune scores and stromal scores and Tumor IMmune Estimation Resource (TIMER) resource for cell infiltrations were applied in this study. Results The average immune score or stromal score of PDAC subtype was significantly higher than that of other specific subtypes. KRAS mutant cases had significantly lower immune scores (P=0.001) and stromal scores (P=0.007), in concert with lower immune scores in TP53 mutant cases (P=0.030). However, no significant difference was found in SMAD4 and CDKN2A mutations. In the cohort OS/RFS, the infiltration levels of CD8+ T cells, B cells, Macrophages, Neutrophils and DCs in high stromal score group were higher than those in the low score group (all P<0.001), as well as in immune score groups except for Macrophages in the cohort RFS. In the cohort OS/RFS, 317/379 upregulated genes and 9/6 downregulated genes were observed in the high immune score group, while 227/205 upregulated genes and 17/6 downregulated genes in the high stromal score group. With the analysis for prognostic value of DEGs, 82 and 58 DEGs respectively in the high immune and stromal score group were verified to be significantly associated with better OS (P<0.05), while 53 and 17 DEGs respectively with longer RFS (P<0.05). Functional enrichment analysis showed genes of prognostic values were significantly related to immune response. Conclusions A list of genes with prognostic value in PDAC microenvironment were obtained from functional enrichment analysis based on immune and stromal scores, which indicates a series of potential auxiliary prognostic biomarkers for PDAC are available. Further research on these genes may be valuable and helpful to understand the crosstalk between tumor and microenvironment, new immune evasion mechanisms and underlying novel therapeutic targets in an integrated manner.
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Affiliation(s)
- Ning Pu
- Department of General Surgery, Zhongshan Hospital, Fudan University, Shanghai 200032, China.,Department of Surgery and The Pancreatic Cancer Precision Medicine Program, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Qiangda Chen
- Department of General Surgery, Zhongshan Hospital, Fudan University, Shanghai 200032, China
| | - Shanshan Gao
- Department of Surgery and The Pancreatic Cancer Precision Medicine Program, Johns Hopkins University School of Medicine, Baltimore, MD, USA.,Department of Interventional Radiology, Zhongshan Hospital, Fudan University, Shanghai 200032, China
| | - Gao Liu
- Department of Liver Surgery and Liver Cancer Institute, Zhongshan Hospital, Fudan University, Shanghai 200032, China
| | - Yayun Zhu
- Department of Surgery and The Pancreatic Cancer Precision Medicine Program, Johns Hopkins University School of Medicine, Baltimore, MD, USA.,Department of Liver Surgery and Liver Cancer Institute, Zhongshan Hospital, Fudan University, Shanghai 200032, China
| | - Lingdi Yin
- Department of Surgery and The Pancreatic Cancer Precision Medicine Program, Johns Hopkins University School of Medicine, Baltimore, MD, USA.,Pancreas Center, The First Affiliated Hospital of Nanjing Medical University, and Pancreas Institute of Nanjing Medical University, Nanjing 210029, China
| | - Haijie Hu
- Department of Surgery and The Pancreatic Cancer Precision Medicine Program, Johns Hopkins University School of Medicine, Baltimore, MD, USA.,Department of Biliary Surgery, West China Hospital of Sichuan University, Chengdu 610041, China
| | - Li Wei
- Department of Liver Surgery and Liver Cancer Institute, Zhongshan Hospital, Fudan University, Shanghai 200032, China
| | - Yong Wu
- Department of Surgery and The Pancreatic Cancer Precision Medicine Program, Johns Hopkins University School of Medicine, Baltimore, MD, USA.,Department of General Surgery, The Second Affiliated Hospital of Soochow University, Suzhou 215004, China
| | - Shimpei Maeda
- Department of Surgery and The Pancreatic Cancer Precision Medicine Program, Johns Hopkins University School of Medicine, Baltimore, MD, USA.,Department of Surgery, Tohoku University Graduate School of Medicine, Sendai, Japan
| | - Wenhui Lou
- Department of General Surgery, Zhongshan Hospital, Fudan University, Shanghai 200032, China
| | - Jun Yu
- Department of Surgery and The Pancreatic Cancer Precision Medicine Program, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Wenchuan Wu
- Department of General Surgery, Zhongshan Hospital, Fudan University, Shanghai 200032, China
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9
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Feltes BC, Chandelier EB, Grisci BI, Dorn M. CuMiDa: An Extensively Curated Microarray Database for Benchmarking and Testing of Machine Learning Approaches in Cancer Research. J Comput Biol 2019; 26:376-386. [DOI: 10.1089/cmb.2018.0238] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022] Open
Affiliation(s)
- Bruno César Feltes
- Institute of Informatics, Federal University of Rio Grande do Sul, Porto Alegre, Brazil
| | | | - Bruno Iochins Grisci
- Institute of Informatics, Federal University of Rio Grande do Sul, Porto Alegre, Brazil
| | - Márcio Dorn
- Institute of Informatics, Federal University of Rio Grande do Sul, Porto Alegre, Brazil
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