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Li H, Liu D, Li K, Wang Y, Zhang G, Qi L, Xie K. Pancreatic stellate cells and the interleukin family: Linking fibrosis and immunity to pancreatic ductal adenocarcinoma (Review). Mol Med Rep 2024; 30:159. [PMID: 38994764 PMCID: PMC11258612 DOI: 10.3892/mmr.2024.13283] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2024] [Accepted: 06/19/2024] [Indexed: 07/13/2024] Open
Abstract
Pancreatic ductal adenocarcinoma (PDAC) is an extremely aggressive form of cancer with a low survival rate. A successful treatment strategy should not be limited to targeting cancer cells alone, but should adopt a more comprehensive approach, taking into account other influential factors. These include the extracellular matrix (ECM) and immune microenvironment, both of which are integral components of the tumor microenvironment. The present review describes the roles of pancreatic stellate cells, differentiated cancer‑associated fibroblasts and the interleukin family, either independently or in combination, in the progression of precursor lesions in pancreatic intraepithelial neoplasia and PDAC. These elements contribute to ECM deposition and immunosuppression in PDAC. Therapeutic strategies that integrate interleukin and/or stromal blockade for PDAC immunomodulation and fibrogenesis have yielded inconsistent results. A deeper comprehension of the intricate interplay between fibrosis, and immune responses could pave the way for more effective treatment targets, by elucidating the mechanisms and causes of ECM fibrosis during PDAC progression.
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Affiliation(s)
- Haichao Li
- Institute of Digestive Disease, Affiliated Qingyuan Hospital, Guangzhou Medical University, Qingyuan People's Hospital, Qingyuan, Guangdong 511518, P.R. China
| | - Donglian Liu
- Institute of Digestive Disease, Affiliated Qingyuan Hospital, Guangzhou Medical University, Qingyuan People's Hospital, Qingyuan, Guangdong 511518, P.R. China
| | - Kaishu Li
- Institute of Digestive Disease, Affiliated Qingyuan Hospital, Guangzhou Medical University, Qingyuan People's Hospital, Qingyuan, Guangdong 511518, P.R. China
| | - Yichen Wang
- Institute of Digestive Disease, Affiliated Qingyuan Hospital, Guangzhou Medical University, Qingyuan People's Hospital, Qingyuan, Guangdong 511518, P.R. China
| | - Gengqiang Zhang
- Institute of Digestive Disease, Affiliated Qingyuan Hospital, Guangzhou Medical University, Qingyuan People's Hospital, Qingyuan, Guangdong 511518, P.R. China
| | - Ling Qi
- Institute of Digestive Disease, Affiliated Qingyuan Hospital, Guangzhou Medical University, Qingyuan People's Hospital, Qingyuan, Guangdong 511518, P.R. China
| | - Keping Xie
- School of Medicine, South China University of Technology, Guangzhou, Guangdong 510000, P.R. China
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Tushoski-Alemán GW, Herremans KM, Underwood PW, Akki A, Riner AN, Trevino JG, Han S, Hughes SJ. Infiltration of CD3+ and CD8+ lymphocytes in association with inflammation and survival in pancreatic cancer. PLoS One 2024; 19:e0297325. [PMID: 38346068 PMCID: PMC10861089 DOI: 10.1371/journal.pone.0297325] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2023] [Accepted: 01/02/2024] [Indexed: 02/15/2024] Open
Abstract
BACKGROUND Pancreatic ductal adenocarcinomas (PDAC) have heterogeneous tumor microenvironments relatively devoid of infiltrating immune cells. We aimed to quantitatively assess infiltrating CD3+ and CD8+ lymphocytes in a treatment-naïve patient cohort and assess associations with overall survival and microenvironment inflammatory proteins. METHODS Tissue microarrays were immunohistochemically stained for CD3+ and CD8+ lymphocytes and quantitatively assessed using QuPath. Levels of inflammation-associated proteins were quantified by multiplexed, enzyme-linked immunosorbent assay panels on matching tumor and tissue samples. RESULTS Our findings revealed a significant increase in both CD3+ and CD8+ lymphocytes populations in PDAC compared with non-PDAC tissue, except when comparing CD8+ percentages in PDAC versus intraductal papillary mucinous neoplasms (IPMN) (p = 0.5012). Patients with quantitatively assessed CD3+ low tumors (lower 50%) had shorter survival (median 273 days) compared to CD3+ high tumors (upper 50%) with a median overall survival of 642.5 days (p = 0.2184). Patients with quantitatively assessed CD8+ low tumors had significantly shorter survival (median 240 days) compared to CD8+ high tumors with a median overall survival of 1059 days (p = 0.0003). Of 41 proteins assessed in the inflammation assay, higher levels of IL-1B and IL-2 were significantly associated with decreased CD3+ infiltration (r = -0.3704, p = 0.0187, and r = -0.4275, p = 0.0074, respectively). Higher levels of IL-1B were also significantly associated with decreased CD8+ infiltration (r = -0.4299, p = 0.0045), but not IL-2 (r = -0.0078, p = 0.9616). Principal component analysis of the inflammatory analytes showed diverse inflammatory responses in PDAC. CONCLUSION In this work, we found a marked heterogeneity in infiltrating CD3+ and CD8+ lymphocytes and individual inflammatory responses in PDAC. Future mechanistic studies should explore personalized therapeutic strategies to target the immune and inflammatory components of the tumor microenvironment.
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Affiliation(s)
- Gerik W. Tushoski-Alemán
- Department of Surgery, College of Medicine, University of Florida, Gainesville, Florida, United States of America
| | - Kelly M. Herremans
- Department of Surgery, College of Medicine, University of Florida, Gainesville, Florida, United States of America
| | - Patrick W. Underwood
- Department of Surgery, College of Medicine, University of Florida, Gainesville, Florida, United States of America
| | - Ashwin Akki
- Department of Pathology, College of Medicine, University of Florida, Gainesville, Florida, United States of America
| | - Andrea N. Riner
- Department of Surgery, College of Medicine, University of Florida, Gainesville, Florida, United States of America
| | - Jose G. Trevino
- Department of Surgery, College of Medicine, University of Florida, Gainesville, Florida, United States of America
| | - Song Han
- Department of Surgery, College of Medicine, University of Florida, Gainesville, Florida, United States of America
| | - Steven J. Hughes
- Department of Surgery, College of Medicine, University of Florida, Gainesville, Florida, United States of America
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Herremans KM, Underwood PW, Riner AN, Neal DW, Tushoski-Alemán GW, Forsmark CE, Nassour I, Han S, Hughes SJ. A protein-based machine learning approach to the identification of inflammatory subtypes in pancreatic ductal adenocarcinoma. Pancreatology 2023; 23:615-621. [PMID: 37391359 PMCID: PMC10528923 DOI: 10.1016/j.pan.2023.06.007] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/10/2023] [Revised: 06/07/2023] [Accepted: 06/14/2023] [Indexed: 07/02/2023]
Abstract
BACKGROUND/OBJECTIVES The inherently immunosuppressive tumor microenvironment along with the heterogeneity of pancreatic ductal adenocarcinoma (PDAC) limits the effectiveness of available treatment options and contributes to the disease lethality. Using a machine learning algorithm, we hypothesized that PDAC may be categorized based on its microenvironment inflammatory milieu. METHODS Fifty-nine tumor samples from patients naïve to treatment were homogenized and probed for 41 unique inflammatory proteins using a multiplex assay. Subtype clustering was determined using t-distributed stochastic neighbor embedding (t-SNE) machine learning analysis of cytokine/chemokine levels. Statistics were performed using Wilcoxon rank sum test and Kaplan-Meier survival analysis. RESULTS t-SNE analysis of tumor cytokines/chemokines revealed two distinct clusters, immunomodulating and immunostimulating. In pancreatic head tumors, patients in the immunostimulating group (N = 26) were more likely to be diabetic (p = 0.027), but experienced less intraoperative blood loss (p = 0.0008). Though there were no significant differences in survival (p = 0.161), the immunostimulating group trended toward longer median survival by 9.205 months (11.28 vs. 20.48 months). CONCLUSION A machine learning algorithm identified two distinct subtypes within the PDAC inflammatory milieu, which may influence diabetes status as well as intraoperative blood loss. Opportunity exists to further explore how these inflammatory subtypes may influence treatment response, potentially elucidating targetable mechanisms of PDAC's immunosuppressive tumor microenvironment.
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Affiliation(s)
- Kelly M Herremans
- Department of Surgery, University of Florida College of Medicine, Gainesville, FL, USA
| | - Patrick W Underwood
- Department of Surgery, University of Florida College of Medicine, Gainesville, FL, USA
| | - Andrea N Riner
- Department of Surgery, University of Florida College of Medicine, Gainesville, FL, USA
| | - Daniel W Neal
- Department of Surgery, University of Florida College of Medicine, Gainesville, FL, USA
| | | | - Christopher E Forsmark
- Department of Medicine, Division of Gastroenterology, Hepatology and Nutrition, University of Florida College of Medicine, Gainesville, FL, USA
| | - Ibrahim Nassour
- Department of Surgery, University of Florida College of Medicine, Gainesville, FL, USA
| | - Song Han
- Department of Surgery, University of Florida College of Medicine, Gainesville, FL, USA
| | - Steven J Hughes
- Department of Surgery, University of Florida College of Medicine, Gainesville, FL, USA.
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Herremans KM, Szymkiewicz DD, Riner AN, Bohan RP, Tushoski GW, Davidson AM, Lou X, Leong MC, Dean BD, Gerber M, Underwood PW, Han S, Hughes SJ. The interleukin-1 axis and the tumor immune microenvironment in pancreatic ductal adenocarcinoma. Neoplasia 2022; 28:100789. [PMID: 35395492 PMCID: PMC8990176 DOI: 10.1016/j.neo.2022.100789] [Citation(s) in RCA: 24] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2022] [Revised: 03/14/2022] [Accepted: 03/17/2022] [Indexed: 01/18/2023]
Abstract
Interleukin-1 (IL-1) plays a key role in carcinogenesis and several IL-1-targeted therapeutics are under investigation for the treatment of pancreatic ductal adenocarcinoma (PDAC). We sought to broaden our understanding of how the family of IL-1 ligands and receptors impact the tumor immune landscape and patient survival in PDAC. Gene expression data and DNA methylation data for IL1A, IL1B, IL1RN, IL1R1, IL1R2, and IL1RAP was attained from The Cancer Genome Atlas (TCGA) database and cross validated using the National Center for Biotechnology Information (NCBI) Gene Expression Omnibus (GEO) database. Immune cell-type abundance was estimated using CIBERSORTx. Further confirmatory soluble protein analysis and peripheral blood immunophenotyping were performed on available tissue samples from our institution. 169 PDAC patients and 50 benign pancreatic TCGA-based samples were analyzed. IL1A (p < 0.001), IL1RN (p < 0.001), IL1R2 (p < 0.001), and IL1RAP (p = 0.006) were markedly increased in PDAC tumor tissue compared to benign pancreatic tissue. Furthermore, expression of IL1A, IL1B and IL1R1 were positively correlated with gene expression of immune checkpoints PVR, CD274, CD47, CD80, and HLA-A/B/C (p < 0.001). IL1B and IL1R1 were correlated to expression of PDCD1, CD86, CTLA4 and IDO1 (<0.001). Low expression of IL1RN (p = 0.020), IL1R2 (p = 0.015), and IL1RAP (p = 0.003) and high expression of IL1B (p = 0.031) were correlated with increased patient survival. At the protein level, IL-1β was correlated with increased peripheral central memory CD4+ and CD8+ T-cells as well as decreased Th2 cells. These findings suggest that the IL-1 axis plays a complex and pivotal role in the host immune response to PDAC.
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Affiliation(s)
- Kelly M Herremans
- Department of Surgery, University of Florida College of Medicine, P.O. Box 100109, Gainesville, FL 32610, USA
| | - Dominique D Szymkiewicz
- Department of Surgery, University of Florida College of Medicine, P.O. Box 100109, Gainesville, FL 32610, USA
| | - Andrea N Riner
- Department of Surgery, University of Florida College of Medicine, P.O. Box 100109, Gainesville, FL 32610, USA
| | - Riley P Bohan
- Department of Surgery, University of Florida College of Medicine, P.O. Box 100109, Gainesville, FL 32610, USA
| | - Gerik W Tushoski
- Department of Surgery, University of Florida College of Medicine, P.O. Box 100109, Gainesville, FL 32610, USA
| | - Aaron M Davidson
- Department of Surgery, University of Florida College of Medicine, P.O. Box 100109, Gainesville, FL 32610, USA
| | - XiangYang Lou
- Department of Biostatistics, University of Florida College of Medicine, P.O. Box 117450, Gainesville, FL 32611-7450, USA
| | - Man Chong Leong
- Department of Biostatistics, University of Florida College of Medicine, P.O. Box 117450, Gainesville, FL 32611-7450, USA
| | - Bayli DiVita Dean
- Preston A. Wells, Jr. Center for Brain Tumor Therapy, Lillian S. Wells Department of Neurosurgery, University of Florida Brain Tumor Immunotherapy Program, University of Florida, 1149 S Newell Dr, L2-100, Gainesville, FL 32611, USA
| | - Michael Gerber
- Department of Surgery, University of Florida College of Medicine, P.O. Box 100109, Gainesville, FL 32610, USA
| | - Patrick W Underwood
- Department of Surgery, University of Florida College of Medicine, P.O. Box 100109, Gainesville, FL 32610, USA
| | - Song Han
- Department of Surgery, University of Florida College of Medicine, P.O. Box 100109, Gainesville, FL 32610, USA
| | - Steven J Hughes
- Department of Surgery, University of Florida College of Medicine, P.O. Box 100109, Gainesville, FL 32610, USA.
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Iwasaki E, Fukuhara S, Horibe M, Kawasaki S, Seino T, Takimoto Y, Tamagawa H, Machida Y, Kayashima A, Noda M, Hayashi H, Kanai T. Endoscopic Ultrasound-Guided Sampling for Personalized Pancreatic Cancer Treatment. Diagnostics (Basel) 2021; 11:469. [PMID: 33800161 PMCID: PMC8000964 DOI: 10.3390/diagnostics11030469] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2021] [Revised: 02/27/2021] [Accepted: 02/27/2021] [Indexed: 02/06/2023] Open
Abstract
Pancreatic cancer is the most lethal solid malignancy, and the number of patients with pancreatic cancer is increasing. Systemic chemotherapies are often ineffective for such patients, and there is an urgent need for personalized medicine. Unlike other types of cancer, personalized treatments for pancreatic cancer are still in development. Consequently, pancreatic cancer is less sensitive to anticancer drugs and is often refractory to common treatments. Therefore, advances in personalized medicine for pancreatic cancer are necessary. This review examined advances in personalized medicine for pancreatic cancer, including the use of endoscopic ultrasound (EUS)-guided sampling. EUS-guided sampling is widely used for diagnosing pancreatic tumors and is expected to be applied to sampled tissues. Additionally, there has been an increase in clinical research using EUS-guided sampling. The combination of precision medicine using genomic testing and pharmacological profiles based on high-throughput drug sensitivity testing using patient-derived organoids is expected to revolutionize pancreatic cancer treatment.
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Affiliation(s)
- Eisuke Iwasaki
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, Keio University School of Medicine 35, Shinanomachi, Shinjuku-ku, Tokyo 160-8582, Japan; (M.H.); (S.K.); (T.S.); (Y.T.); (H.T.); (Y.M.); (A.K.); (M.N.); (T.K.)
| | - Seiichiro Fukuhara
- Center for Diagnostic and Therapeutic Endoscopy, Keio University School of Medicine 35, Shinanomachi, Shinjuku-ku, Tokyo 160-8582, Japan;
| | - Masayasu Horibe
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, Keio University School of Medicine 35, Shinanomachi, Shinjuku-ku, Tokyo 160-8582, Japan; (M.H.); (S.K.); (T.S.); (Y.T.); (H.T.); (Y.M.); (A.K.); (M.N.); (T.K.)
| | - Shintaro Kawasaki
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, Keio University School of Medicine 35, Shinanomachi, Shinjuku-ku, Tokyo 160-8582, Japan; (M.H.); (S.K.); (T.S.); (Y.T.); (H.T.); (Y.M.); (A.K.); (M.N.); (T.K.)
| | - Takashi Seino
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, Keio University School of Medicine 35, Shinanomachi, Shinjuku-ku, Tokyo 160-8582, Japan; (M.H.); (S.K.); (T.S.); (Y.T.); (H.T.); (Y.M.); (A.K.); (M.N.); (T.K.)
| | - Yoichi Takimoto
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, Keio University School of Medicine 35, Shinanomachi, Shinjuku-ku, Tokyo 160-8582, Japan; (M.H.); (S.K.); (T.S.); (Y.T.); (H.T.); (Y.M.); (A.K.); (M.N.); (T.K.)
| | - Hiroki Tamagawa
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, Keio University School of Medicine 35, Shinanomachi, Shinjuku-ku, Tokyo 160-8582, Japan; (M.H.); (S.K.); (T.S.); (Y.T.); (H.T.); (Y.M.); (A.K.); (M.N.); (T.K.)
| | - Yujiro Machida
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, Keio University School of Medicine 35, Shinanomachi, Shinjuku-ku, Tokyo 160-8582, Japan; (M.H.); (S.K.); (T.S.); (Y.T.); (H.T.); (Y.M.); (A.K.); (M.N.); (T.K.)
| | - Atsuto Kayashima
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, Keio University School of Medicine 35, Shinanomachi, Shinjuku-ku, Tokyo 160-8582, Japan; (M.H.); (S.K.); (T.S.); (Y.T.); (H.T.); (Y.M.); (A.K.); (M.N.); (T.K.)
| | - Marin Noda
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, Keio University School of Medicine 35, Shinanomachi, Shinjuku-ku, Tokyo 160-8582, Japan; (M.H.); (S.K.); (T.S.); (Y.T.); (H.T.); (Y.M.); (A.K.); (M.N.); (T.K.)
| | - Hideyuki Hayashi
- Keio Cancer Center, Genomic Units, Keio University School of Medicine 35, Shinanomachi, Shinjuku-ku, Tokyo 160-8582, Japan;
| | - Takanori Kanai
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, Keio University School of Medicine 35, Shinanomachi, Shinjuku-ku, Tokyo 160-8582, Japan; (M.H.); (S.K.); (T.S.); (Y.T.); (H.T.); (Y.M.); (A.K.); (M.N.); (T.K.)
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K-ras point mutation detection as an ancillary diagnostic biomarker: 1 step forward and 2 steps back? Gastrointest Endosc 2021; 93:605-607. [PMID: 33583519 DOI: 10.1016/j.gie.2020.07.024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/15/2020] [Accepted: 07/17/2020] [Indexed: 01/18/2023]
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Eveque-Mourroux MR, Rocha B, Barré FPY, Heeren RMA, Cillero-Pastor B. Spatially resolved proteomics in osteoarthritis: State of the art and new perspectives. J Proteomics 2020; 215:103637. [PMID: 31926309 DOI: 10.1016/j.jprot.2020.103637] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2019] [Revised: 12/07/2019] [Accepted: 01/05/2020] [Indexed: 01/18/2023]
Abstract
Osteoarthritis (OA) is one of the most common diseases worldwide caused by chronic degeneration of the joints. Its high prevalence and the involvement of several tissues define OA as a highly heterogeneous disease. New biological markers to evaluate the progression of the pathology and improve its prognosis are needed. Among all the different -omic strategies applied to OA, solution phase bottom-up proteomics has made an extensive contribution to the field of biomarker research. However, new technologies for protein analysis should be considered for a better understanding of the disease. This review focuses on complementary proteomic methodologies and new technologies for translational research of OA and other rheumatic pathologies, especially mass spectrometry imaging and protein imaging methods not applied by the OA community yet.
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Affiliation(s)
- M R Eveque-Mourroux
- The Maastricht Multimodal Molecular Imaging Institute (M4I), Division of Imaging Mass Spectrometry, Maastricht University, Universiteitssingel 50, 6229, ER, Maastricht, the Netherlands
| | - B Rocha
- Proteomics Group-ProteoRed/ISCIII, Grupo de Investigación de Reumatología (GIR), INIBIC - Hospital Universitario de A Coruña, A Coruña, Spain
| | - F P Y Barré
- The Maastricht Multimodal Molecular Imaging Institute (M4I), Division of Imaging Mass Spectrometry, Maastricht University, Universiteitssingel 50, 6229, ER, Maastricht, the Netherlands
| | - R M A Heeren
- The Maastricht Multimodal Molecular Imaging Institute (M4I), Division of Imaging Mass Spectrometry, Maastricht University, Universiteitssingel 50, 6229, ER, Maastricht, the Netherlands
| | - B Cillero-Pastor
- The Maastricht Multimodal Molecular Imaging Institute (M4I), Division of Imaging Mass Spectrometry, Maastricht University, Universiteitssingel 50, 6229, ER, Maastricht, the Netherlands.
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