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Campa D, Gentiluomo M, Stein A, Aoki MN, Oliverius M, Vodičková L, Jamroziak K, Theodoropoulos G, Pasquali C, Greenhalf W, Arcidiacono PG, Uzunoglu F, Pezzilli R, Luchini C, Puzzono M, Loos M, Giaccherini M, Katzke V, Mambrini A, Kiudeliene E, Federico KE, Johansen J, Hussein T, Mohelnikova-Duchonova B, van Eijck CHJ, Brenner H, Farinella R, Pérez JS, Lovecek M, Büchler MW, Hlavac V, Izbicki JR, Hackert T, Chammas R, Zerbi A, Lawlor R, Felici A, Götz M, Capurso G, Ginocchi L, Gazouli M, Kupcinskas J, Cavestro GM, Vodicka P, Moz S, Neoptolemos JP, Kunovsky L, Bojesen SE, Carrara S, Gioffreda D, Morkunas E, Abian O, Bunduc S, Basso D, Boggi U, Wlodarczyk B, Szentesi A, Vanella G, Chen I, Bijlsma MF, Kiudelis V, Landi S, Schöttker B, Corradi C, Giese N, Kaaks R, Peduzzi G, Hegyi P, Morelli L, Furbetta N, Soucek P, Latiano A, Talar-Wojnarowska R, Lindgaard SC, Dijk F, Milanetto AC, Tavano F, Cervena K, Erőss B, Testoni SG, Verhagen-Oldenampsen JHE, Małecka-Wojciesko E, Costello E, Salvia R, Maiello E, Ermini S, Sperti C, Holleczek B, Perri F, Skieceviciene J, Archibugi L, Lucchesi M, Rizzato C, Canzian F. The PANcreatic Disease ReseArch (PANDoRA) consortium: Ten years' experience of association studies to understand the genetic architecture of pancreatic cancer. Crit Rev Oncol Hematol 2023; 186:104020. [PMID: 37164172 DOI: 10.1016/j.critrevonc.2023.104020] [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: 03/06/2023] [Revised: 05/05/2023] [Accepted: 05/07/2023] [Indexed: 05/12/2023] Open
Abstract
Pancreatic cancer has an incidence that almost matches its mortality. Only a small number of risk factors and 33 susceptibility loci have been identified. so Moreover, the relative rarity of pancreatic cancer poses significant hurdles for research aimed at increasing our knowledge of the genetic mechanisms contributing to the disease. Additionally, the inability to adequately power research questions prevents small monocentric studies from being successful. Several consortia have been established to pursue a better understanding of the genetic architecture of pancreatic cancers. The Pancreatic disease research (PANDoRA) consortium is the largest in Europe. PANDoRA is spread across 12 European countries, Brazil and Japan, bringing together 29 basic and clinical research groups. In the last ten years, PANDoRA has contributed to the discovery of 25 susceptibility loci, a feat that will be instrumental in stratifying the population by risk and optimizing preventive strategies.
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Affiliation(s)
- Daniele Campa
- Unit of Genetic, Department of Biology, University of Pisa, Pisa, Italy.
| | - Manuel Gentiluomo
- Unit of Genetic, Department of Biology, University of Pisa, Pisa, Italy
| | - Angelika Stein
- Genomic Epidemiology Group, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Mateus Nóbrega Aoki
- Laboratory for Applied Science and Technology in Health, Carlos Chagas Institute, Oswaldo Cruz Foundation (Fiocruz), Curitiba, Brazil
| | - Martin Oliverius
- Department of Surgery, University Hospital Kralovske Vinohrady, Third Faculty of Medicine, Charles University, Prague, Czech Republic
| | - Ludmila Vodičková
- Department of Molecular Biology of Cancer, Institute of Experimental Medicine of the Czech Academy of Sciences, Prague, Czech Republic; Institute of Biology and Medical Genetics, 1st Faculty of Medicine Charles University and General University Hospital in Prague, Prague, Czech Republic; Biomedical Centre, Faculty of Medicine in Pilsen Charles University, Pilsen, Czech Republic
| | - Krzysztof Jamroziak
- Department of Hematology, Transplantation and Internal Medicine, Medical University of Warsaw, Warsaw, Poland
| | - George Theodoropoulos
- First Department of Propaedeutic Surgery, Hippocration General Hospital, National and Kapodistrian University of Athens, Athens, Greece
| | - Claudio Pasquali
- Dept. of Surgery, Oncology and Gastroenterology, University of Padova Chirurgia Generale 3, Padova, Italy
| | - William Greenhalf
- Liverpool Experimental Cancer Medicine Centre, University of Liverpool, Liverpool, United Kingdom
| | - Paolo Giorgio Arcidiacono
- Pancreato-Biliary Endoscopy and Endosonography Division, Pancreas Translational and Clinical Research Center, IRCCS San Raffaele Scientic Institute, Milan, Italy
| | - Faik Uzunoglu
- Department of General, Visceral and Thoracic Surgery, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | | | - Claudio Luchini
- Department of Diagnostics and Public Health, Section of Pathology, University and Hospital Trust of Verona, Verona, Italy
| | - Marta Puzzono
- Gastroenterology and Gastrointestinal Endoscopy Unit, Vita-Salute San Raffaele University, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Martin Loos
- Department of General, Visceral and Transplantation Surgery, Heidelberg University Hospital, Heidelberg, Germany
| | | | - Verena Katzke
- Division of Cancer Epidemiology C020, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Andrea Mambrini
- Oncological Department Massa Carrara, Azienda USL Toscana Nord Ovest, Carrara, Italy
| | - Edita Kiudeliene
- Institute for Digestive Research and Gastroenterology Department, Lithuanian University of Health Sciences, Kaunas, Lithuania
| | | | - Julia Johansen
- Departments of Oncology and Medicine, Copenhagen University Hospital, Herlev, Denmark
| | - Tamás Hussein
- Institute of Pancreatic Diseases, Semmelweis University, Budapest, Hungary; Center for Translational Medicine, Semmelweis University, Budapest, Hungary
| | | | - Casper H J van Eijck
- Department of Surgery, Erasmus MC University Medical Center, Rotterdam, the Netherlands
| | - Hermann Brenner
- Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany; Division of Preventive Oncology, German Cancer Research Center (DKFZ) and National Center for Tumor Diseases (NCT), Heidelberg, Germany; German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), Heidelberg, Germany
| | | | - Juan Sainz Pérez
- Genomic Oncology Area, GENYO, Centre for Genomics and Oncological Research: Pfizer/University of Granada/Andalusian Regional Government, Granada, Spain; Instituto de Investigación Biosanitaria de Granada (ibs.GRANADA), Complejo Hospitales Universitarios de Granada, Universidad de Granada, Granada, Spain; Department of Immunology, University of Granada, Granada, Spain
| | - Martin Lovecek
- Department of Surgery I, University Hospital Olomouc, Olomouc, Czech Republic
| | - Markus W Büchler
- Department of General, Visceral and Transplantation Surgery, Heidelberg University Hospital, Heidelberg, Germany
| | - Viktor Hlavac
- Biomedical Center, Faculty of Medicine in Pilsen, Charles University, Pilsen, Czech Republic
| | - Jakob R Izbicki
- Department of General, Visceral and Thoracic Surgery, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Thilo Hackert
- Department of General, Visceral and Transplantation Surgery, Heidelberg University Hospital, Heidelberg, Germany
| | - Roger Chammas
- Center for Translational Research in Oncology (LIM24), Departamento de Radiologia e Oncologia, Instituto Do Câncer Do Estado de São Paulo (ICESP), Hospital das Clínicas da Faculdade de Medicina da Universidade de São Paulo (HCFMUSP), São Paulo, Brazil
| | - Alessandro Zerbi
- Pancreatic Unit, IRCCS Humanitas Research Hospital, Milan, Italy; Department of Biomedical Sciences, Humanitas University, Milan, Italy
| | - Rita Lawlor
- ARC-Net Research Center, Department of Diagnostics and Public Health, University and Hospital Trust of Verona, Verona, Italy
| | - Alessio Felici
- Unit of Genetic, Department of Biology, University of Pisa, Pisa, Italy
| | - Mara Götz
- Department of General, Visceral and Thoracic Surgery, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Gabriele Capurso
- Pancreato-Biliary Endoscopy and Endosonography Division, Pancreas Translational and Clinical Research Center, San Raffaele Scientific Institute, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS), Milan, Italy; Digestive and Liver Disease Unit, Sant' Andrea Hospital, Rome, Italy
| | - Laura Ginocchi
- Oncological Department Massa Carrara, Azienda USL Toscana Nord Ovest, Carrara, Italy
| | - Maria Gazouli
- Laboratory of Biology, Department of Basic Medical Sciences, Medical School, National and Kapodistrian University of Athens, Athens, Greece
| | - Juozas Kupcinskas
- Institute for Digestive Research and Gastroenterology Department, Lithuanian University of Health Sciences, Kaunas, Lithuania
| | - Giulia Martina Cavestro
- Gastroenterology and Gastrointestinal Endoscopy Unit, Vita-Salute San Raffaele University, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Pavel Vodicka
- Department of Molecular Biology of Cancer, Institute of Experimental Medicine of the Czech Academy of Sciences, Prague, Czech Republic; Institute of Biology and Medical Genetics, 1st Faculty of Medicine Charles University and General University Hospital in Prague, Prague, Czech Republic; Biomedical Centre, Faculty of Medicine in Pilsen Charles University, Pilsen, Czech Republic
| | - Stefania Moz
- Azienda Ospedale-Università di Padova Medicina di Laboratorio, Padova, Italy
| | - John P Neoptolemos
- Department of General, Visceral and Transplantation Surgery, Heidelberg University Hospital, Heidelberg, Germany
| | - Lumir Kunovsky
- Department of Surgery, University Hospital Brno, Faculty of Medicine, Masaryk University, Brno, Czech Republic; Department of Gastroenterology and Digestive Endoscopy, Masaryk Memorial Cancer Institute, Brno, Czech Republic; 2nd Department of Internal Medicine - Gastroenterology and Geriatrics, University Hospital Olomouc, Faculty of Medicine and Dentistry, Palacky University, Olomouc, Czech Republic
| | - Stig E Bojesen
- Departments of Oncology and Medicine, Copenhagen University Hospital, Herlev, Denmark
| | - Silvia Carrara
- Endoscopic Unit, Department of Gastroenterology, IRCCS Humanitas Research Hospital, Milan, Italy
| | - Domenica Gioffreda
- Division of Gastroenterology and Research Laboratory, Fondazione IRCCS "Casa Sollievo della Sofferenza" Hospital, San Giovanni Rotondo, Italy
| | - Egidijus Morkunas
- Institute for Digestive Research and Gastroenterology Department, Lithuanian University of Health Sciences, Kaunas, Lithuania
| | - Olga Abian
- Instituto BIFI-Universidad de Zaragoza, Zaragoza, Spain
| | - Stefania Bunduc
- Center for Translational Medicine, Semmelweis University, Budapest, Hungary; Carol Davila University of Medicine and Pharmacy, Bucharest, Romania; Center for Digestive Diseases and Liver Transplant, Fundeni Clinical Insitute, Bucharest, Romania
| | - Daniela Basso
- Dept. of Medicine, University of Padova Medicina di Laboratorio, Padova, Italy
| | - Ugo Boggi
- Division of General and Transplant Surgery, Pisa University Hospital, Pisa, Italy
| | - Barbara Wlodarczyk
- Dept of Digestive Tract Diseases, Medical University of Lodz, Lodz, Poland
| | - Andrea Szentesi
- Institute for Translational Medicine, Medical School, University of Pécs, Pécs, Hungary
| | - Giuseppe Vanella
- Pancreato-Biliary Endoscopy and Endosonography Division, Pancreas Translational and Clinical Research Center, San Raffaele Scientific Institute, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS), Milan, Italy; Digestive and Liver Disease Unit, Sant' Andrea Hospital, Rome, Italy
| | - Inna Chen
- Departments of Oncology and Medicine, Copenhagen University Hospital, Herlev, Denmark
| | - Maarten F Bijlsma
- Center for Experimental and Molecular Medicine, Laboratory of Experimental Oncology and Radiobiology, Amsterdam UMC location University of Amsterdam, Amsterdam, the Netherlands; Oncode Institute, Amsterdam, the Netherlands; Imaging and Biomarkers, Cancer Center Amsterdam, Amsterdam, the Netherlands
| | - Vytautas Kiudelis
- Institute for Digestive Research and Gastroenterology Department, Lithuanian University of Health Sciences, Kaunas, Lithuania
| | - Stefano Landi
- Unit of Genetic, Department of Biology, University of Pisa, Pisa, Italy
| | - Ben Schöttker
- Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Chiara Corradi
- Unit of Genetic, Department of Biology, University of Pisa, Pisa, Italy
| | - Nathalia Giese
- Department of General, Visceral and Transplantation Surgery, Heidelberg University Hospital, Heidelberg, Germany
| | - Rudolf Kaaks
- Division of Cancer Epidemiology C020, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Giulia Peduzzi
- Unit of Genetic, Department of Biology, University of Pisa, Pisa, Italy
| | - Péter Hegyi
- Institute of Pancreatic Diseases, Semmelweis University, Budapest, Hungary; Center for Translational Medicine, Semmelweis University, Budapest, Hungary; Institute for Translational Medicine, Medical School, University of Pécs, Pécs, Hungary; Translational Pancreatology Research Group, Interdisciplinary Centre of Excellence for Research Development and Innovation University of Szeged, Szeged, Hungary
| | - Luca Morelli
- General Surgery Unit, Department of Translational Research and New Technologies in Medicine and Surgery, University of Pisa, Pisa, Italy
| | - Niccolò Furbetta
- General Surgery Unit, Department of Translational Research and New Technologies in Medicine and Surgery, University of Pisa, Pisa, Italy
| | - Pavel Soucek
- Biomedical Center, Faculty of Medicine in Pilsen, Charles University, Pilsen, Czech Republic
| | - Anna Latiano
- Division of Gastroenterology and Research Laboratory, Fondazione IRCCS "Casa Sollievo della Sofferenza" Hospital, San Giovanni Rotondo, Italy
| | | | - Sidsel C Lindgaard
- Departments of Oncology and Medicine, Copenhagen University Hospital, Herlev, Denmark
| | - Frederike Dijk
- Imaging and Biomarkers, Cancer Center Amsterdam, Amsterdam, the Netherlands; Department of Pathology, Amsterdam UMC location University of Amsterdam, Amsterdam, the Netherlands
| | - Anna Caterina Milanetto
- Dept. of Surgery, Oncology and Gastroenterology, University of Padova Chirurgia Generale 3, Padova, Italy
| | - Francesca Tavano
- Division of Gastroenterology and Research Laboratory, Fondazione IRCCS "Casa Sollievo della Sofferenza" Hospital, San Giovanni Rotondo, Italy
| | - Klara Cervena
- Department of Molecular Biology of Cancer, Institute of Experimental Medicine of the Czech Academy of Sciences, Prague, Czech Republic; Institute of Biology and Medical Genetics, 1st Faculty of Medicine Charles University and General University Hospital in Prague, Prague, Czech Republic
| | - Bálint Erőss
- Institute of Pancreatic Diseases, Semmelweis University, Budapest, Hungary; Center for Translational Medicine, Semmelweis University, Budapest, Hungary; Institute for Translational Medicine, Medical School, University of Pécs, Pécs, Hungary
| | - Sabrina G Testoni
- Pancreato-Biliary Endoscopy and Endosonography Division, Pancreas Translational and Clinical Research Center, IRCCS San Raffaele Scientic Institute, Milan, Italy
| | | | | | - Eithne Costello
- Liverpool Experimental Cancer Medicine Centre, University of Liverpool, Liverpool, United Kingdom
| | - Roberto Salvia
- Department of Surgery, The Pancreas Institute, University and Hospital Trust of Verona, Verona, Italy
| | - Evaristo Maiello
- Department of Oncology, Fondazione IRCCS "Casa Sollievo della Sofferenza" Hospital, San Giovanni Rotondo, Italy
| | | | - Cosimo Sperti
- Dept. of Surgery, Oncology and Gastroenterology, University of Padova Chirurgia Generale 1, Padova, Italy
| | - Bernd Holleczek
- Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany; Saarland Cancer Registry, Saarbrücken, Germany
| | - Francesco Perri
- Division of Gastroenterology and Research Laboratory, Fondazione IRCCS "Casa Sollievo della Sofferenza" Hospital, San Giovanni Rotondo, Italy
| | - Jurgita Skieceviciene
- Institute for Digestive Research and Gastroenterology Department, Lithuanian University of Health Sciences, Kaunas, Lithuania
| | - Livia Archibugi
- Pancreato-Biliary Endoscopy and Endosonography Division, Pancreas Translational and Clinical Research Center, San Raffaele Scientific Institute, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS), Milan, Italy; Digestive and Liver Disease Unit, Sant' Andrea Hospital, Rome, Italy
| | - Maurizio Lucchesi
- Oncological Department Massa Carrara, Azienda USL Toscana Nord Ovest, Carrara, Italy
| | - Cosmeri Rizzato
- Department of Translational Research and New Technologies in Medicine and Surgery, University of Pisa, Pisa, Italy
| | - Federico Canzian
- Genomic Epidemiology Group, German Cancer Research Center (DKFZ), Heidelberg, Germany.
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Cuprotosis-Related Genes: Predicting Prognosis and Immunotherapy Sensitivity in Pancreatic Cancer Patients. JOURNAL OF ONCOLOGY 2022; 2022:2363043. [PMID: 36117848 PMCID: PMC9481390 DOI: 10.1155/2022/2363043] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/07/2022] [Revised: 08/17/2022] [Accepted: 08/18/2022] [Indexed: 12/25/2022]
Abstract
Based on TCGA, GTEx, and TIMER databases and various bioinformatics analysis methods, the potential biological roles of cuprotosis-related genes in pancreatic cancer were deeply explored, and a predictive model for pancreatic cancer patients was constructed. We downloaded the RNA-Seq data and clinicopathological and predictive data of 179 pancreatic cancer tissues and 332 adjacent normal tissues from TCGA and GTEx databases. The differential expression of cuprotosis-related genes in pancreatic cancer tissue and adjacent normal tissue was analyzed, and the LASSO regression algorithm was used to construct a prediction model and verify the validity of the model prediction. Based on the LASSO regression algorithm, a predictive model composed of three genes LIPT1, LIAS, and DLAT was screened. The corresponding survival curves showed that the constructed prediction model could significantly distinguish the prognosis of pancreatic cancer patients, and the prognosis of patients in the high-risk group was worse (P = 0.00557). The ROC curve showed that the area under the curve of the predictive model for predicting the 4-, 5-, and 6-year survival rates in pancreatic cancer was 0.816, 0.836, and 0.956, respectively. The AUC value of this risk model was significantly higher than 0.7, which could more accurately predict the prognosis of pancreatic cancer patients. This study determined a risk-scoring model of cuprotosis-related genes, which can provide an essential basis for judging the prognosis of pancreatic cancer patients.
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Ren T, Xue X, Wang X, Zhou X, Dang S. Bioinformatic and experimental analyses of key biomarkers in pancreatic cancer. Exp Ther Med 2021; 22:1359. [PMID: 34659505 PMCID: PMC8515505 DOI: 10.3892/etm.2021.10794] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/29/2020] [Accepted: 09/15/2020] [Indexed: 12/18/2022] Open
Abstract
The present study aimed to screen the key genes in pancreatic cancer and to explore the pathogenesis of pancreatic cancer. A total of three expression profiling datasets (GSE28735, GSE16515 and GSE15471) associated with pancreatic cancer were retrieved from the public gene chip database. The differentially expressed genes (DEGs) were screened by GEO2R and subjected to Gene Ontology (GO) and signaling pathway enrichment analysis. Furthermore, a protein interaction network was constructed. The GEPIA online database was used to screen for genes that affect the prognosis of pancreatic cancer. Finally, cell functional experiments were performed on the selected key genes. A total of 72 DEGs were identified, including 52 upregulated and 20 downregulated genes. Enrichment analysis revealed roles of the DEGs in endodermal cell differentiation, cell adhesion, extracellular matrix-receptor interaction and PI3K-Akt signaling pathway. In total, 10 key nodal genes were identified, including integrin subunit α 2 (ITGA2), ITGB6 and collagen α 1 chain 1. Through survival analysis, two genes with an impact on the prognosis of pancreatic cancer were identified, namely ITGA2 and ITGB6. Silencing of ITGB6 in a pancreatic cancer cell line significantly suppressed cell proliferation and induced cell cycle arrest at G2/M phase. The identified key genes and signaling pathways may help to deepen the understanding of the molecular mechanisms involved in pancreatic cancer and provide a theoretical basis to develop novel therapies.
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Affiliation(s)
- Tianyu Ren
- Department of General Surgery, The Affiliated Hospital, Jiangsu University, Zhenjiang, Jiangsu 212001, P.R. China
| | - Xiaofei Xue
- Department of General Surgery, Pucheng Hospital, Weinan, Shaanxi 715500, P.R. China
| | - Xiaogang Wang
- Department of General Surgery, Pucheng Hospital, Weinan, Shaanxi 715500, P.R. China
| | - Xingtong Zhou
- Department of General Surgery, The Affiliated Hospital, Jiangsu University, Zhenjiang, Jiangsu 212001, P.R. China
| | - Shengchun Dang
- Department of General Surgery, The Affiliated Hospital, Jiangsu University, Zhenjiang, Jiangsu 212001, P.R. China.,Department of General Surgery, Pucheng Hospital, Weinan, Shaanxi 715500, P.R. China
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Wen Y, Lin A, Zhu W, Wei T, Luo P, Guo L, Zhang J. Catenin Alpha-2 Mutation Changes the Immune Microenvironment in Lung Adenocarcinoma Patients Receiving Immune Checkpoint Inhibitors. Front Pharmacol 2021; 12:645862. [PMID: 34163353 PMCID: PMC8215613 DOI: 10.3389/fphar.2021.645862] [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: 12/24/2020] [Accepted: 05/13/2021] [Indexed: 12/13/2022] Open
Abstract
Background: Lung cancer has always been the most prevalent cancer. Lung adenocarcinoma (LUAD) is the most common lung cancer subtype and has a high tumor mutation rate. In addition to KRAS, EGFR, ALK, HER2, ROS1, and BRAF, which are known to have high mutation rates, we discovered some new mutated genes, such as catenin alpha-2 (CTNNA2), in LUAD patients treated with immune checkpoint inhibitors (ICIs). These mutant genes are potential therapeutic targets for LUAD. Methods: We analyzed a cohort of LUAD patients with somatic mutation and survival data in the Cancer Genome Atlas (TCGA) database and a cohort of LUAD patients receiving immune checkpoint inhibitors with clinical data and whole-exome sequencing (WES) mutation data to evaluate the role of CTNNA2 gene mutation in LUAD. In addition, CIBERSORT was used to analyze the immune characteristics of CTNNA2 wild-type patients and CTNNA2 mutant-type patients, and gene set enrichment analysis (GSEA) was employed for pathway enrichment analysis. The results were verified by downloading data regarding the drug sensitivity of LUAD cell lines from the Genomics of Drug Sensitivity in Cancer (GDSC) database. Results: We found that CTNNA2 mutation was associated with longer overall survival (OS) in LUAD patients. Analysis of the cohort from the Cancer Genome Atlas showed that patients with CTNNA2 mutation had more tumor neoantigens and a greater tumor mutation burden (TMB). Through further analysis of the tumor immune microenvironment, we found that in LUAD patients with CTNNA2 mutations, the gene expression levels of chemokine C-X-C motif chemokine 9 (CXCL9) and granzyme B (GZMB) were elevated, and the gene expression level of inhibitory receptor killer cell immunoglobulin-like receptor 2DL1 (KIR2DL1) was significantly reduced. These alterations might affect gene expression in macrophages, NK cells, and mast cell markers. In addition, LUAD patients with CTNNA2 mutation had a significantly increased number of mutations in DNA damage response (DDR) genes. The drug susceptibility results and gene set enrichment analysis showed that after CTNNA2 mutation occurred, changes were found in the DNA damage response pathway, the phosphoinositide 3-kinase (PI3K) pathway and others, indicating that CTNNA2 mutation can regulate the activation of PI3K and DDR pathways. Conclusion: Our findings provide novel insights into the underlying pathogenesis of LUAD. CTNNA2 mutation can change the immune microenvironment, thereby improving patient prognosis. The results also suggest that CTNNA2 may become a new biomarker and therapeutic target for LUAD in the future.
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Affiliation(s)
- Yang Wen
- Department of Oncology, Zhujiang Hospital, Southern Medical University, Guangzhou, China.,Department of Pathology, Zhujiang Hospital, Southern Medical University, Guangzhou, China
| | - Anqi Lin
- Department of Oncology, Zhujiang Hospital, Southern Medical University, Guangzhou, China
| | - Weiliang Zhu
- Department of Oncology, Zhujiang Hospital, Southern Medical University, Guangzhou, China
| | - Ting Wei
- Department of Oncology, Zhujiang Hospital, Southern Medical University, Guangzhou, China
| | - Peng Luo
- Department of Oncology, Zhujiang Hospital, Southern Medical University, Guangzhou, China
| | - Linlang Guo
- Department of Pathology, Zhujiang Hospital, Southern Medical University, Guangzhou, China
| | - Jian Zhang
- Department of Oncology, Zhujiang Hospital, Southern Medical University, Guangzhou, China
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Yan J, Li P, Gao R, Li Y, Chen L. Identifying Critical States of Complex Diseases by Single-Sample Jensen-Shannon Divergence. Front Oncol 2021; 11:684781. [PMID: 34150649 PMCID: PMC8212786 DOI: 10.3389/fonc.2021.684781] [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: 03/24/2021] [Accepted: 04/29/2021] [Indexed: 12/23/2022] Open
Abstract
MOTIVATION The evolution of complex diseases can be modeled as a time-dependent nonlinear dynamic system, and its progression can be divided into three states, i.e., the normal state, the pre-disease state and the disease state. The sudden deterioration of the disease can be regarded as the state transition of the dynamic system at the critical state or pre-disease state. How to detect the critical state of an individual before the disease state based on single-sample data has attracted many researchers' attention. METHODS In this study, we proposed a novel approach, i.e., single-sample-based Jensen-Shannon Divergence (sJSD) method to detect the early-warning signals of complex diseases before critical transitions based on individual single-sample data. The method aims to construct score index based on sJSD, namely, inconsistency index (ICI). RESULTS This method is applied to five real datasets, including prostate cancer, bladder urothelial carcinoma, influenza virus infection, cervical squamous cell carcinoma and endocervical adenocarcinoma and pancreatic adenocarcinoma. The critical states of 5 datasets with their corresponding sJSD signal biomarkers are successfully identified to diagnose and predict each individual sample, and some "dark genes" that without differential expressions but are sensitive to ICI score were revealed. This method is a data-driven and model-free method, which can be applied to not only disease prediction on individuals but also targeted drug design of each disease. At the same time, the identification of sJSD signal biomarkers is also of great significance for studying the molecular mechanism of disease progression from a dynamic perspective.
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Affiliation(s)
- Jinling Yan
- School of Mathematics and Statistics, Henan University of Science and Technology, Luoyang, China
| | - Peiluan Li
- School of Mathematics and Statistics, Henan University of Science and Technology, Luoyang, China
| | - Rong Gao
- School of Mathematics and Statistics, Henan University of Science and Technology, Luoyang, China
| | - Ying Li
- School of Mathematics and Statistics, Henan University of Science and Technology, Luoyang, China
| | - Luonan Chen
- State Key Laboratory of Cell Biology, Institute of Biochemistry and Cell Biology, Center for Excellence in Molecular Cell Science, Chinese Academy of Sciences, Shanghai, China
- Center for Excellence in Animal Evolution and Genetics, Chinese Academy of Sciences, Kunming, China
- Key Laboratory of Systems Health Science of Zhejiang Province, Hangzhou Institute for Advanced Study, University of Chinese Academy of Sciences, Hangzhou, China
- School of Life Science and Technology, ShanghaiTech University, Shanghai, China
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Gentiluomo M, Corradi C, Vanella G, Johansen AZ, Strobel O, Szentesi A, Milanetto AC, Hegyi P, Kupcinskas J, Tavano F, Neoptolemos JP, Bozzato D, Hackert T, Pezzilli R, Johansen JS, Costello E, Mohelnikova-Duchonova B, van Eijck CHJ, Talar-Wojnarowska R, Hansen CP, Darvasi E, Chen IM, Cavestro GM, Soucek P, Piredda L, Vodicka P, Gazouli M, Arcidiacono PG, Canzian F, Campa D, Capurso G. Lack of association of CD44-rs353630 and CHI3L2-rs684559 with pancreatic ductal adenocarcinoma survival. Sci Rep 2021; 11:7570. [PMID: 33828170 PMCID: PMC8027406 DOI: 10.1038/s41598-021-87130-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2020] [Accepted: 03/23/2021] [Indexed: 12/20/2022] Open
Abstract
Although pancreatic ductal adenocarcinoma (PDAC) survival is poor, there are differences in patients' response to the treatments. Detection of predictive biomarkers explaining these differences is of the utmost importance. In a recent study two genetic markers (CD44-rs353630 and CHI3L2-rs684559) were reported to be associated with survival after PDAC resection. We attempted to replicate the associations in 1856 PDAC patients (685 resected with stage I/II) from the PANcreatic Disease ReseArch (PANDoRA) consortium. We also analysed the combined effect of the two genotypes in order to compare our results with what was previously reported. Additional stratified analyses considering TNM stage of the disease and whether the patients received surgery were also performed. We observed no statistically significant associations, except for the heterozygous carriers of CD44-rs353630, who were associated with worse OS (HR = 5.01; 95% CI 1.58-15.88; p = 0.006) among patients with stage I disease. This association is in the opposite direction of those reported previously, suggesting that data obtained in such small subgroups are hardly replicable and should be considered cautiously. The two polymorphisms combined did not show any statistically significant association. Our results suggest that the effect of CD44-rs353630 and CHI3L2-rs684559 cannot be generalized to all PDAC patients.
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Affiliation(s)
- Manuel Gentiluomo
- Department of Biology, University of Pisa, Via Derna 1, 56126, Pisa, Italy
| | - Chiara Corradi
- Department of Biology, University of Pisa, Via Derna 1, 56126, Pisa, Italy
| | - Giuseppe Vanella
- Pancreato-Biliary Endoscopy and Endosonography Division, Pancreas Translational and Clinical Research Center, IRCCS San Raffaele Scientific Institute, Milan, Italy
- Sant'Andrea Hospital, Faculty of Medicine and Psychology, Sapienza University of Rome, Rome, Italy
| | - Astrid Z Johansen
- Department of Oncology, Herlev and Gentofte Hospital, Copenhagen University Hospital, Herlev, Denmark
| | - Oliver Strobel
- Department of General, Visceral and Transplantation Surgery, University of Heidelberg, Heidelberg, Germany
| | - Andrea Szentesi
- Institute for Translational Medicine, Medical School, University of Pécs, Pecs, Hungary
- First Department of Medicine, University of Szeged, Szeged, Hungary
| | - Anna Caterina Milanetto
- Department of Surgery, Gastroenterology, Oncology-Clinica Chirurgica, University of Padua, Padua, Italy
| | - Péter Hegyi
- Institute for Translational Medicine, Medical School, University of Pécs, Pecs, Hungary
- First Department of Medicine, University of Szeged, Szeged, Hungary
| | - Juozas Kupcinskas
- Department of Gastroenterology and Institute for Digestive Research, Lithuanian University of Health Sciences, Kaunas, Lithuania
| | - Francesca Tavano
- Division of Gastroenterology and Research Laboratory, Fondazione IRCCS Casa Sollievo Della Sofferenza, San Giovanni Rotondo, Foggia, Italy
| | - John P Neoptolemos
- Department of General, Visceral and Transplantation Surgery, University of Heidelberg, Heidelberg, Germany
| | - Dania Bozzato
- Department of Medicine-Medicina Di Laboratorio, University of Padua, Padua, Italy
| | - Thilo Hackert
- Department of General, Visceral and Transplantation Surgery, University of Heidelberg, Heidelberg, Germany
| | | | - Julia S Johansen
- Department of Oncology, Herlev and Gentofte Hospital, Copenhagen University Hospital, Herlev, Denmark
- Department of Medicine, Herlev and Gentofte Hospital, Copenhagen University Hospital, Herlev, Denmark
| | - Eithne Costello
- National Institute for Health Research Liverpool Pancreas Biomedical Research Unit, University of Liverpool, Liverpool, UK
| | | | - Casper H J van Eijck
- Department of Surgery, Erasmus Medical Center, Erasmus University, Rotterdam, The Netherlands
| | | | - Carsten Palnæs Hansen
- Department of Surgery, Rigshospitalet, Copenhagen University Hospital, Copenhagen, Denmark
| | - Erika Darvasi
- First Department of Medicine, University of Szeged, Szeged, Hungary
| | - Inna M Chen
- Department of Oncology, Herlev and Gentofte Hospital, Copenhagen University Hospital, Herlev, Denmark
| | - Giulia Martina Cavestro
- Gastroenterology and Gastrointestinal Endoscopy Unit, Vita-Salute San Raffaele University San Raffaele Scientific Institute, Milan, Italy
| | - Pavel Soucek
- Laboratory of Pharmacogenomics, Biomedical Center, Faculty of Medicine in Pilsen, Charles University, Pilsen, Czech Republic
| | - Liliana Piredda
- ARC-Net Research Centre, University of Verona, Verona, Italy
| | - Pavel Vodicka
- Department of the Molecular Biology of Cancer, Institute of Experimental Medicine, Czech Academy of Sciences, Prague, Czech Republic
| | - Maria Gazouli
- Laboratory of Biology, Medical School, National and Kapodistrian University of Athens, Athens, Greece
| | - Paolo Giorgio Arcidiacono
- Pancreato-Biliary Endoscopy and Endosonography Division, Pancreas Translational and Clinical Research Center, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Federico Canzian
- Genomic Epidemiology Group, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Daniele Campa
- Department of Biology, University of Pisa, Via Derna 1, 56126, Pisa, Italy.
| | - Gabriele Capurso
- Pancreato-Biliary Endoscopy and Endosonography Division, Pancreas Translational and Clinical Research Center, IRCCS San Raffaele Scientific Institute, Milan, Italy
- Sant'Andrea Hospital, Faculty of Medicine and Psychology, Sapienza University of Rome, Rome, Italy
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7
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Jonaitis P, Kiudelis V, Streleckiene G, Gedgaudas R, Skieceviciene J, Kupcinskas J. Novel Biomarkers in the Diagnosis of Benign and Malignant Gastrointestinal Diseases. Dig Dis 2021; 40:1-13. [PMID: 33647906 DOI: 10.1159/000515522] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/21/2021] [Accepted: 02/26/2021] [Indexed: 02/02/2023]
Abstract
BACKGROUND Various noninvasive biomarkers have been used in the diagnosis, prognosis, and treatment of different gastrointestinal (GI) diseases for years. Novel technological developments and profound perception of molecular processes related to GI diseases over the last decade have allowed researchers to evaluate genetic, epigenetic, and many other potential molecular biomarkers in different diseases and clinical settings. Here, we present a review of recent and most relevant articles in order to summarize major findings on novel biomarkers in the diagnosis of benign and malignant GI diseases. SUMMARY Genetic variations, noncoding RNAs (ncRNAs), cell-free DNA (cfDNA), and microbiome-based biomarkers have been extensively analyzed as potential biomarkers in benign and malignant GI diseases. Multiple single-nucleotide polymorphisms have been linked with a number of GI diseases, and these observations are further being used to build up disease-specific genetic risk scores. Micro-RNAs and long ncRNAs have a large potential as noninvasive biomarkers in the management of inflammatory bowel diseases and GI tumors. Altered microbiome profiles were observed in multiple GI diseases, but most of the findings still lack translational clinical application. As of today, cfDNA appears to be the most potent biomarker for early detection and screening of GI cancers. Key Messages: Novel noninvasive molecular biomarkers show huge potential as useful tools in the diagnostics and management of different GI diseases. However, the use of these biomarkers in real-life clinical practice still remains limited, and further large studies are needed to elucidate the ultimate role of these potential noninvasive clinical tools.
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Affiliation(s)
- Paulius Jonaitis
- Department of Gastroenterology and Institute for Digestive Research, Lithuanian University of Health Sciences, Kaunas, Lithuania
| | - Vytautas Kiudelis
- Department of Gastroenterology and Institute for Digestive Research, Lithuanian University of Health Sciences, Kaunas, Lithuania
| | - Greta Streleckiene
- Department of Gastroenterology and Institute for Digestive Research, Lithuanian University of Health Sciences, Kaunas, Lithuania
| | - Rolandas Gedgaudas
- Department of Gastroenterology and Institute for Digestive Research, Lithuanian University of Health Sciences, Kaunas, Lithuania
| | - Jurgita Skieceviciene
- Department of Gastroenterology and Institute for Digestive Research, Lithuanian University of Health Sciences, Kaunas, Lithuania
| | - Juozas Kupcinskas
- Department of Gastroenterology and Institute for Digestive Research, Lithuanian University of Health Sciences, Kaunas, Lithuania
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8
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Gentiluomo M, Canzian F, Nicolini A, Gemignani F, Landi S, Campa D. Germline genetic variability in pancreatic cancer risk and prognosis. Semin Cancer Biol 2020; 79:105-131. [DOI: 10.1016/j.semcancer.2020.08.003] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2020] [Revised: 08/04/2020] [Accepted: 08/06/2020] [Indexed: 02/07/2023]
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9
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Gentiluomo M, Puchalt García P, Galeotti AA, Talar-Wojnarowska R, Tjaden C, Tavano F, Strobel O, Kupcinskas J, Neoptolemos J, Hegyi P, Costello E, Pezzilli R, Sperti C, Lawlor RT, Capurso G, Szentesi A, Soucek P, Vodicka P, Lovecek M, Hackert T, Cavestro GM, Milanetto AC, Canzian F, Campa D. Genetic variability of the ABCC2 gene and clinical outcomes in pancreatic cancer patients. Carcinogenesis 2020; 40:544-550. [PMID: 30629142 DOI: 10.1093/carcin/bgz006] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2018] [Revised: 12/11/2018] [Accepted: 01/08/2019] [Indexed: 02/05/2023] Open
Abstract
Pancreatic ductal adenocarcinoma (PDAC) has an extremely poor prognosis, caused by various factors, such as the aggressiveness of the disease, the limited therapeutic options and the lack of early detection and risk markers. The ATP binding cassette subfamily C member 2 (ABCC2) protein plays a critical role in response to various drugs and is differentially expressed in gemcitabine sensitive and resistant cells. Moreover, single nucleotide polymorphisms (SNPs) in the gene have been associated with differential outcomes and prognosis in several tumour types. The aim of this study was to investigate the possible association between SNPs in the ABCC2 gene and overall survival (OS) in PDAC patients. We analysed 12 polymorphisms, including tagging-SNPs covering all the genetic variability of the ABCC2 gene and genotyped them in 1415 PDAC patients collected within the Pancreatic Disease ReseArch (PANDoRA) consortium. We tested the association between ABCC2 SNPs and PDAC OS using Cox proportional hazard models. We analysed PDAC patients dividing them by stage and observed that the minor alleles of three SNPs showed an association with worse OS [rs3740067: hazard ratio (HR) = 3.29, 95% confidence interval (CI) = 1.56-6.97, P = 0.002; rs3740073: HR = 3.11, 95% CI = 1.52-6.38, P = 0.002 and rs717620: HR = 2.90, 95% CI = 1.41-5.95, P = 0.004, respectively] in stage I patients. In patients with more advanced PDAC, we did not observe any statistically significant association. Our results suggest that rs3740067, rs3740073 and rs717620 could be promising prognostic markers in stage I PDAC patients.
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Affiliation(s)
- Manuel Gentiluomo
- Department of Biology, University of Pisa, Pisa, Italy.,Genomic Epidemiology Group, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Paula Puchalt García
- Department of Biology, University of Pisa, Pisa, Italy.,Universitat Politècnica de Valéncia, Valencia, Spain
| | - Alice Alessandra Galeotti
- Department of Biology, University of Pisa, Pisa, Italy.,Genomic Epidemiology Group, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | | | - Christine Tjaden
- Department of General, Visceral and Transplantation Surgery, Heidelberg University Hospital, Heidelberg, Germany
| | - Francesca Tavano
- Division of Gastroenterology and Research Laboratory, IRCCS Scientific Institute and Regional General Hospital 'Casa Sollievo della Sofferenza', San Giovanni Rotondo, Italy
| | - Oliver Strobel
- Department of General, Visceral and Transplantation Surgery, Heidelberg University Hospital, Heidelberg, Germany
| | - Juozas Kupcinskas
- Department of Gastroenterology, Institute for Digestive Research, Lithuanian University of Health Sciences, Kaunas, Lithuania
| | - John Neoptolemos
- Department of General, Visceral and Transplantation Surgery, Heidelberg University Hospital, Heidelberg, Germany
| | - Péter Hegyi
- Translational Gastroenterology Research Group, Hungarian Academy of Sciences and University of Szeged (MTA-SZTE), Szeged, Hungary.,Institute for Translational Medicine, University of Pécs, Pécs, Hungary.,Department of Translational Medicine, First Department of Medicine, Medical School, University of Pécs, Pécs, Hungary
| | - Eithne Costello
- National Institute for Health Research Liverpool, Pancreas Biomedical Research Unit, University of Liverpool, United Kingdom
| | - Raffaele Pezzilli
- Pancreas Unit, Department of Digestive System, Sant'Orsola-Malpighi Hospital Bologna, Italy
| | - Cosimo Sperti
- Department of Surgery, Gastroenterology and Oncology (DISCOG), University of Padua, Padua, Italy
| | - Rita T Lawlor
- ARC-Net Research Centre, University Hospital G.B. Rossi, University of Verona, Verona, Italy
| | - Gabriele Capurso
- Pancreatico/Biliary Endoscopy and Endosonography Division, Pancreas Translational and Clinical Research Center, San Raffaele Scientific Institute, Milan, Italy.,Digestive and Liver Disease Unit, S. Andrea Hospital, Rome, Italy
| | - Andrea Szentesi
- Institute for Translational Medicine, University of Pécs, Pécs, Hungary.,First Department of Medicine, University of Szeged, Szeged, Hungary.,János Szentágothai Research Centre and Centre for Neuroscience, University of Pécs, Pécs, Hungary
| | - Pavel Soucek
- Biomedical Center, Faculty of Medicine in Pilsen, Charles University, Pilsen, Czech Republic
| | - Pavel Vodicka
- Institute of Experimental Medicine, Czech Academy of Sciences and Institute of Biology and Medical Genetics, 1st Medical Faculty, Charles University, Prague, Czech Republic
| | - Martin Lovecek
- Department of Surgery I, Faculty of Medicine and Dentistry, Palacky University Olomouc, University Hospital Olomouc, Czech Republic
| | - Thilo Hackert
- Department of General, Visceral and Transplantation Surgery, Heidelberg University Hospital, Heidelberg, Germany
| | - Giulia Martina Cavestro
- Gastroenterology and Gastrointestinal Endoscopy Unit, Vita-Salute San Raffaele University San Raffaele Scientific Institute, Milan, Italy
| | - Anna Caterina Milanetto
- Department of Surgery, Gastroenterology and Oncology (DISCOG), University of Padua, Padua, Italy
| | - Federico Canzian
- Genomic Epidemiology Group, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Daniele Campa
- Department of Biology, University of Pisa, Pisa, Italy
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10
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Dimitrakopoulos C, Vrugt B, Flury R, Schraml P, Knippschild U, Wild P, Hoerstrup S, Henne-Bruns D, Wuerl P, Graf R, Breitenstein S, Bond G, Beerenwinkel N, Grochola LF. Identification and Validation of a Biomarker Signature in Patients With Resectable Pancreatic Cancer via Genome-Wide Screening for Functional Genetic Variants. JAMA Surg 2019; 154:e190484. [PMID: 30942874 DOI: 10.1001/jamasurg.2019.0484] [Citation(s) in RCA: 23] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Abstract
Importance Surgery currently offers the only chance for a cure in pancreatic ductal adenocarcinoma (PDAC), but it carries a significant morbidity and mortality risk and results in varying oncologic outcomes. At present, to our knowledge, there are no tests available before surgical resection to identify tumors with an aggressive biological phenotype that could guide personalized treatment strategies. Objective Identification of noninvasive genetic biomarkers that could direct therapy in patients whose cases are amenable to pancreatic cancer resection. Design, Setting, and Participants This multicenter study combined a prospective European cohort of patients with PDAC who underwent pancreatic resection (from University Hospital of Zurich, Zurich, Switzerland; Cantonal Hospital of Winterthur, Winterthur, Switzerland; and University Clinic of Ulm, Ulm, Germany) with data from the Cancer Genome Atlas database in the United States, which includes prospectively registered patients with PDAC. A genome-wide screening for functional single-nucleotide polymorphisms (SNPs) that affect PDAC survival was conducted using the European cohort for identification and the Cancer Genome Atlas cohort for validation. We used Cox proportional hazards models to screen for high-frequency polymorphic variants that are associated with allelic differences in tumor-associated survival and either result in an altered protein structure and function or reside in known regulatory noncoding genomic regions. The false-discovery rate method was applied for multiple hypothesis-testing corrections. Data analysis occurred from November 2017 to May 2018. Exposures Pancreatic resection. Main Outcomes and Measures Tumor-associated survival. Results A total of 195 patients in the European cohort were included, as well as 136 patients in the Cancer Genome Atlas cohort (overall median [range] age, 66 [19-87] years; 156 [47.1%] were women, and 175 [52.9%] were men). Two SNPs in noncoding, functional regions of genes that regulate cancer progression, invasion, and metastasis were identified (CHI3L2 SNP rs684559 and CD44 SNP rs353630). These were associated with survival after PDAC resection; patients who carry the risk alleles at 1 of both SNP loci had a 2.63-fold increased risk for tumor-associated death compared with those with protective genotypes (hazard ratio for survival, 0.38 [95% CI, 0.27-0.53]; P = 1.0 × 10-8). Conclusions and Relevance The identified polymorphisms may serve as a noninvasive biomarker signature of prospective survival after pancreatic resection that is readily available at the time of PDAC diagnosis. This signature can be used to identify a subset of high-risk patients with PDAC with very low survival probability who might be eligible for inclusion in clinical trials of new therapeutic strategies, including neoadjuvant chemotherapy protocols. In addition, the biological knowledge about these SNPs could help guide the development of individualized genomic strategies for PDAC therapies.
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Affiliation(s)
- Christos Dimitrakopoulos
- Computational Biology Group, Department of Biosystems Science and Engineering, ETH Zurich, Zurich, Switzerland.,Swiss Institute of Bioinformatics, Basel, Switzerland
| | - Bart Vrugt
- Department of Pathology and Molecular Pathology, University Hospital Zurich, Zurich, Switzerland
| | - Renata Flury
- Institute for Pathology, Cantonal Hospital of Winterthur, Winterthur, Switzerland
| | - Peter Schraml
- Department of Pathology and Molecular Pathology, University Hospital Zurich, Zurich, Switzerland
| | - Uwe Knippschild
- Department of General and Visceral Surgery, Ulm University Hospital, Ulm, Germany
| | - Peter Wild
- Department of Pathology and Molecular Pathology, University Hospital Zurich, Zurich, Switzerland.,Senckenberg Institute for Pathology, Goethe University Hospital Frankfurt, Frankfurt, Germany
| | - Simon Hoerstrup
- Institute for Regenerative Medicine, University of Zurich, Zurich, Switzerland
| | - Doris Henne-Bruns
- Department of General and Visceral Surgery, Ulm University Hospital, Ulm, Germany
| | - Peter Wuerl
- Department of General, Visceral and Thoracic Surgery, Klinikum Dessau, Dessau, Germany
| | - Rolf Graf
- Department of Visceral and Transplantation Surgery, University Hospital Zurich, Zurich, Switzerland
| | - Stefan Breitenstein
- Department of Visceral and Thoracic Surgery, Cantonal Hospital of Winterthur, Winterthur, Switzerland
| | - Gareth Bond
- Ludwig Institute for Cancer Research, University of Oxford, Oxford, United Kingdom
| | - Niko Beerenwinkel
- Computational Biology Group, Department of Biosystems Science and Engineering, ETH Zurich, Zurich, Switzerland.,Swiss Institute of Bioinformatics, Basel, Switzerland
| | - Lukasz Filip Grochola
- Institute for Regenerative Medicine, University of Zurich, Zurich, Switzerland.,Department of Visceral and Thoracic Surgery, Cantonal Hospital of Winterthur, Winterthur, Switzerland
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11
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Campa D, Matarazzi M, Greenhalf W, Bijlsma M, Saum KU, Pasquali C, van Laarhoven H, Szentesi A, Federici F, Vodicka P, Funel N, Pezzilli R, Bueno-de-Mesquita HB, Vodickova L, Basso D, Obazee O, Hackert T, Soucek P, Cuk K, Kaiser J, Sperti C, Lovecek M, Capurso G, Mohelnikova-Duchonova B, Khaw KT, König AK, Kupcinskas J, Kaaks R, Bambi F, Archibugi L, Mambrini A, Cavestro GM, Landi S, Hegyi P, Izbicki JR, Gioffreda D, Zambon CF, Tavano F, Talar-Wojnarowska R, Jamroziak K, Key TJ, Fave GD, Strobel O, Jonaitis L, Andriulli A, Lawlor RT, Pirozzi F, Katzke V, Valsuani C, Vashist YK, Brenner H, Canzian F. Genetic determinants of telomere length and risk of pancreatic cancer: A PANDoRA study. Int J Cancer 2019; 144:1275-1283. [PMID: 30325019 DOI: 10.1002/ijc.31928] [Citation(s) in RCA: 31] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2018] [Revised: 09/12/2018] [Accepted: 09/13/2018] [Indexed: 02/05/2023]
Abstract
Telomere deregulation is a hallmark of cancer. Telomere length measured in lymphocytes (LTL) has been shown to be a risk marker for several cancers. For pancreatic ductal adenocarcinoma (PDAC) consensus is lacking whether risk is associated with long or short telomeres. Mendelian randomization approaches have shown that a score built from SNPs associated with LTL could be used as a robust risk marker. We explored this approach in a large scale study within the PANcreatic Disease ReseArch (PANDoRA) consortium. We analyzed 10 SNPs (ZNF676-rs409627, TERT-rs2736100, CTC1-rs3027234, DHX35-rs6028466, PXK-rs6772228, NAF1-rs7675998, ZNF208-rs8105767, OBFC1-rs9420907, ACYP2-rs11125529 and TERC-rs10936599) alone and combined in a LTL genetic score ("teloscore", which explains 2.2% of the telomere variability) in relation to PDAC risk in 2,374 cases and 4,326 controls. We identified several associations with PDAC risk, among which the strongest were with the TERT-rs2736100 SNP (OR = 1.54; 95%CI 1.35-1.76; p = 1.54 × 10-10 ) and a novel one with the NAF1-rs7675998 SNP (OR = 0.80; 95%CI 0.73-0.88; p = 1.87 × 10-6 , ptrend = 3.27 × 10-7 ). The association of short LTL, measured by the teloscore, with PDAC risk reached genome-wide significance (p = 2.98 × 10-9 for highest vs. lowest quintile; p = 1.82 × 10-10 as a continuous variable). In conclusion, we present a novel genome-wide candidate SNP for PDAC risk (TERT-rs2736100), a completely new signal (NAF1-rs7675998) approaching genome-wide significance and we report a strong association between the teloscore and risk of pancreatic cancer, suggesting that telomeres are a potential risk factor for pancreatic cancer.
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Affiliation(s)
- Daniele Campa
- Department of Biology, University of Pisa, Pisa, Italy
| | - Martina Matarazzi
- Department of Biology, University of Pisa, Pisa, Italy
- Genomic Epidemiology Group, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - William Greenhalf
- Institute for Health Research Liverpool Pancreas Biomedical Research Unit, University of Liverpool, Liverpool, United Kingdom
| | - Maarten Bijlsma
- Medical Oncology, Academic Medical Centre, Amsterdam, The Netherlands
| | - Kai-Uwe Saum
- Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Claudio Pasquali
- Pancreatic and Digestive Endocrine Surgery - Department of Surgery, Oncology and Gastroenterology (DiSCOG), University of Padova, Padova, Italy
| | | | - Andrea Szentesi
- Institute for Translational Medicine, University of Pécs, Pécs, Hungary
- First Department of Medicine, University of Szeged, Szeged, Hungary
| | - Francesca Federici
- Oncological Department, Azienda USL Toscana Nord Ovest, Oncological Unit of Massa Carrara, Carrara, Italy
| | - Pavel Vodicka
- Department of Molecular Biology of Cancer, Institute of Experimental Medicine, Academy of Science of Czech Republic, Prague, Czech Republic
- Institute of Biology and Medical Genetics, 1st Medical Faculty, Charles University, Prague, Czech Republic
- Biomedical Center, Faculty of Medicine in Pilsen, Charles University, Pilsen, Czech Republic
| | - Niccola Funel
- Department of Surgery, Unit of Experimental Surgical Pathology, University of Pisa, Pisa, Italy
| | - Raffaele Pezzilli
- Pancreas Unit, Department of Digestive System, Sant'Orsola-Malpighi Hospital, Bologna, Italy
| | - H Bas Bueno-de-Mesquita
- Department for Determinants of Chronic Diseases (DCD), National Institute for Public Health and the Environment (RIVM), Bilthoven, The Netherlands
- Department of Gastroenterology and Hepatology, University Medical Centre, Utrecht, The Netherlands
- Department of Epidemiology and Biostatistics, The School of Public Health, Imperial College London, London, United Kingdom
- Department of Social and Preventive Medicine, Faculty of Medicine, University of Malaya, Kuala Lumpur, Malaysia
| | - Ludmila Vodickova
- Department of Molecular Biology of Cancer, Institute of Experimental Medicine, Academy of Science of Czech Republic, Prague, Czech Republic
- Institute of Biology and Medical Genetics, 1st Medical Faculty, Charles University, Prague, Czech Republic
- Biomedical Center, Faculty of Medicine in Pilsen, Charles University, Pilsen, Czech Republic
| | - Daniela Basso
- Department of Laboratory Medicine, University-Hospital of Padova, Padua, Italy
| | - Ofure Obazee
- Genomic Epidemiology Group, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Thilo Hackert
- Department of General, Visceral and Transplantation Surgery, University Hospital Heidelberg, Heidelberg, Germany
| | - Pavel Soucek
- Biomedical Center, Faculty of Medicine in Pilsen, Charles University, Pilsen, Czech Republic
| | - Katarina Cuk
- Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Jörg Kaiser
- Department of General, Visceral and Transplantation Surgery, University Hospital Heidelberg, Heidelberg, Germany
| | - Cosimo Sperti
- Third Surgical Clinic - Department of Surgery, Oncology and Gastroenterology (DiSCOG), University of Padova, Padova, Italy
| | - Martin Lovecek
- Department of Surgery I, Faculty of Medicine and Dentistry, Palacky University Olomouc and University Hospital Olomouc, Olomouc, Czech Republic
| | - Gabriele Capurso
- Digestive and Liver Disease Unit, S. Andrea Hospital, 'Sapienza' University, Rome, Italy
- PancreatoBiliary Endoscopy and EUS Division, Pancreas Translational and Clinical Research Center, IRCCS San Raffaele Scientific Institute, Vita Salute San Raffaele University, Milan, Italy
| | - Beatrice Mohelnikova-Duchonova
- Department of Oncology, Institute of Molecular and Translational Medicine, Faculty of Medicine and Dentistry, Palacky University, Olomouc, Czech Republic
| | - Kay-Tee Khaw
- University of Cambridge School of Clinical Medicine Clinical Gerontology Unit, Addenbrooke's Hospital, Cambridge, United Kingdom
| | - Anna-Katharina König
- Department of General, Visceral and Transplantation Surgery, University Hospital Heidelberg, Heidelberg, Germany
| | - Juozas Kupcinskas
- Department of Gastroenterology, Lithuanian University of Health Sciences, Kaunas, Lithuania
| | - Rudolf Kaaks
- Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Franco Bambi
- Blood Transfusion Service, Azienda Ospedaliero-Universitaria Meyer, Florence, Italy
| | - Livia Archibugi
- Digestive and Liver Disease Unit, S. Andrea Hospital, 'Sapienza' University, Rome, Italy
- PancreatoBiliary Endoscopy and EUS Division, Pancreas Translational and Clinical Research Center, IRCCS San Raffaele Scientific Institute, Vita Salute San Raffaele University, Milan, Italy
| | - Andrea Mambrini
- Oncological Department, Azienda USL Toscana Nord Ovest, Oncological Unit of Massa Carrara, Carrara, Italy
| | - Giulia Martina Cavestro
- Gastroenterology and Gastrointestinal Endoscopy Unit, Vita-Salute San Raffaele University, San Raffaele Scientific Institute, Milan, Italy
| | - Stefano Landi
- Department of Biology, University of Pisa, Pisa, Italy
| | - Péter Hegyi
- Institute for Translational Medicine, University of Pécs, Pécs, Hungary
- First Department of Medicine, University of Szeged, Szeged, Hungary
- MTA-SZTE Momentum Translational Gastroenterology Research Group, Szeged, Hungary
| | - Jakob R Izbicki
- Department of General, Visceral and Thoracic Surgery, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Domenica Gioffreda
- Division of Gastroenterology and Molecular Biology Lab, IRCCS Ospedale Casa Sollievo Sofferenza, San Giovanni Rotondo, Italy
| | - Carlo Federico Zambon
- Third Surgical Clinic - Department of Surgery, Oncology and Gastroenterology (DiSCOG), University of Padova, Padova, Italy
| | - Francesca Tavano
- Division of Gastroenterology and Molecular Biology Lab, IRCCS Ospedale Casa Sollievo Sofferenza, San Giovanni Rotondo, Italy
| | | | | | - Timothy J Key
- Cancer Epidemiology Unit, Nuffield Department of Population Health, University of Oxford, Oxford, United Kingdom
| | - Gianfranco Delle Fave
- Digestive and Liver Disease Unit, S. Andrea Hospital, 'Sapienza' University, Rome, Italy
| | - Oliver Strobel
- Department of General, Visceral and Transplantation Surgery, University Hospital Heidelberg, Heidelberg, Germany
| | - Laimas Jonaitis
- Department of Gastroenterology, Lithuanian University of Health Sciences, Kaunas, Lithuania
| | - Angelo Andriulli
- Division of Gastroenterology and Molecular Biology Lab, IRCCS Ospedale Casa Sollievo Sofferenza, San Giovanni Rotondo, Italy
| | - Rita T Lawlor
- ARC-NET, University and Hospital Trust of Verona, Verona, Italy
| | - Felice Pirozzi
- Division of Abdominal Surgery, IRCCS Ospedale Casa Sollievo Sofferenza, San Giovanni Rotondo, Italy
| | - Verena Katzke
- Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Chiara Valsuani
- Oncological Department, Azienda USL Toscana Nord Ovest, Oncological Unit of Massa Carrara, Carrara, Italy
| | - Yogesh K Vashist
- Department of General, Visceral and Thoracic Surgery, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Hermann Brenner
- Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany
- Division of Preventive Oncology, German Cancer Research Center (DKFZ) and National Center for Tumor Diseases (NCT), Heidelberg, Germany
- German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Federico Canzian
- Genomic Epidemiology Group, German Cancer Research Center (DKFZ), Heidelberg, Germany
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12
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Kupcinskas J. Small Molecules in Rare Tumors: Emerging Role of MicroRNAs in GIST. Int J Mol Sci 2018; 19:E397. [PMID: 29385688 PMCID: PMC5855619 DOI: 10.3390/ijms19020397] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2018] [Revised: 01/24/2018] [Accepted: 01/24/2018] [Indexed: 02/06/2023] Open
Abstract
Gastrointestinal stromal tumors (GISTs) are the most common mesenchymal tumors of gastrointestinal tract. GISTs have very different clinical phenotypes and underlying molecular characteristics that are not yet completely understood. microRNAs (miRNAs) have been shown to participate in carcinogenesis pathways through post-transcriptional regulation of gene expression in different tumors. Over the last years emerging evidence has highlighted the role of miRNAs in GISTs. This review provides an overview of original research papers that analyze miRNA deregulation patterns, functional role, diagnostic, therapeutic and prognostic implications in GIST as well as provides directions for further research in the field.
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Affiliation(s)
- Juozas Kupcinskas
- Institute for Digestive Research, Academy of Medicine, Lithuanian University of Health Sciences, Eiveniu str. 2, LT-50009 Kaunas, Lithuania.
- Department of Gastroenterology, Academy of Medicine, Lithuanian University of Health Sciences, Eiveniu str. 2, LT-50009 Kaunas, Lithuania.
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13
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Tang H, Wei P, Chang P, Li Y, Yan D, Liu C, Hassan M, Li D. Genetic polymorphisms associated with pancreatic cancer survival: a genome-wide association study. Int J Cancer 2017; 141:678-686. [PMID: 28470677 DOI: 10.1002/ijc.30762] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2017] [Revised: 03/28/2017] [Accepted: 04/21/2017] [Indexed: 12/15/2022]
Abstract
Previous findings on the association of genetic factors and pancreatic cancer survival are limited and inconsistent. In a two-stage study, we analyzed the existing genome-wide association study dataset of 868 pancreatic cancer patients from MD Anderson Cancer Center in relation to overall survival using Cox regression. Top hits were selected for replication in another 820 patients from the same institution using the Taqman genotyping method. Functional annotation, pathway analysis and gene expression analysis were conducted using existing software and databases. We discovered genome-wide significant associations of patient survival with three imputed SNPs which, in complete LD (r2 = 1), were intronic SNPs of the PAIP2B (rs113988120) and DYSF genes (rs112493246 and rs138529893) located on Chromosome 2. The variant alleles were associated with a 3.06-fold higher risk of death [95% confidence interval (CI) = 2.10-4.47, p=6.4 × 10-9] after adjusting for clinical factors. Eleven SNPs were tested in the replication study and the association of rs113988120 with survival was confirmed (hazard ratio: 1.57, 95% CI: 1.13-2.20, p=0.008). In silico analysis found rs1139988120 might lead to altered motif. This locus is in LD (D' = 0.77) with three eQTL SNPs near or belong to the NAGK and MCEE genes. According to The Cancer Genome Atlas data and our previous RNA-sequencing data, the mRNA expression level of PAIP2B but not NAGK, MCEE or DYSF was significantly lower in pancreatic tumors than in normal adjacent tissues. Additional validation efforts and functional studies are warranted to demonstrate whether PAIP2B is a novel tumor suppressor gene and a potential therapeutic target for pancreatic cancer.
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Affiliation(s)
- Hongwei Tang
- Department of Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Peng Wei
- Department of Biostatistics, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Ping Chang
- Department of Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Yanan Li
- Department of Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Dong Yan
- Department of Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Chang Liu
- Department of Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Manal Hassan
- Department of Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Donghui Li
- Department of Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX
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14
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Kanno S, Nosho K, Ishigami K, Yamamoto I, Koide H, Kurihara H, Mitsuhashi K, Shitani M, Motoya M, Sasaki S, Tanuma T, Maguchi H, Hasegawa T, Kimura Y, Takemasa I, Shinomura Y, Nakase H. MicroRNA-196b is an independent prognostic biomarker in patients with pancreatic cancer. Carcinogenesis 2017; 38:425-431. [DOI: 10.1093/carcin/bgx013] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/30/2023] Open
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