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Min S, Zhang L, Zhang L, Liu F, Liu M. LncRNA MIR100HG affects the proliferation and metastasis of lung cancer cells through mediating the microRNA-5590-3p/DCBLD2 axis. Immun Inflamm Dis 2024; 12:e1223. [PMID: 38602284 PMCID: PMC11007817 DOI: 10.1002/iid3.1223] [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: 08/25/2023] [Revised: 02/29/2024] [Accepted: 03/03/2024] [Indexed: 04/12/2024] Open
Abstract
OBJECTIVE The aim of this paper is to investigate the effect of long noncoding RNA (lncRNA) MIR100HG on the proliferation and metastasis of lung cancer cells by mediating the microRNA (miR)-5590-3p/DCBLD2 axis. METHODS RNA levels of MIR100HG, miR-5590-3p, and DCBLD2 in lung cancer tissues and cells were detected by quantitative reverse-transcription polymerase chain reaction, and protein level was assessed by Western blot. Effects of MIR100HG or miR-5590-3p on proliferation, migration, and invasion of lung cancer cells were detected by Cell Counting Kit-8, colony formation, and Transwell assays. Luciferase reporter assay and RNA-immunoprecipitation assay confirmed the target relationship between miR-5590-3p and MIR100HG or DCBLD2. RESULTS MIR100HG and DCBLD2 were highly expressed, while miR-5590-3p was lowly expressed in lung cancer tissues and cells. Silencing MIR100HG or upregulating miR-5590-3p impeded lung cancer cell proliferation, migration, and invasion. MIR100HG could up-regulate DCBLD2 by sponging miR-5590-3p. Downregulation of miR-5590-3p partly overturned the suppressive effect of silencing MIR100HG on lung cancer cell proliferation and metastasis, and overexpression of DCBLD2 also reversed the effect of overexpression of miR-5590-3p on lung cancer cell proliferation and metastasis. CONCLUSION LncRNA MIR100HG promotes lung cancer progression by targeting and negatively regulating DCBLD2 through binding with miR-5590-3p.
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Affiliation(s)
- Shengping Min
- Department of Microbiology and Parasitology, School of Basic Medical SciencesAnhui Medical UniversityHefeiAnhuiChina
- Department of Pulmonary and Critical Care Medicine, First Affiliated Hospital, Bengbu Medical CollegeAnhui Province Key Laboratory of Clinical and Preclinical Research in Respiratory DiseaseBengbuAnhuiChina
| | - Linxiang Zhang
- Department of Pulmonary and Critical Care Medicine, First Affiliated Hospital, Bengbu Medical CollegeAnhui Province Key Laboratory of Clinical and Preclinical Research in Respiratory DiseaseBengbuAnhuiChina
| | - Li Zhang
- Department of Pulmonary and Critical Care Medicine, First Affiliated Hospital, Bengbu Medical CollegeAnhui Province Key Laboratory of Clinical and Preclinical Research in Respiratory DiseaseBengbuAnhuiChina
| | - Fangfang Liu
- Department of Pulmonary and Critical Care Medicine, First Affiliated Hospital, Bengbu Medical CollegeAnhui Province Key Laboratory of Clinical and Preclinical Research in Respiratory DiseaseBengbuAnhuiChina
| | - Miao Liu
- Department of Microbiology and Parasitology, School of Basic Medical SciencesAnhui Medical UniversityHefeiAnhuiChina
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2
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Kim DW, Kim YC, Kovari BP, Martinez M, Miao R, Yu J, Mehta R, Strosberg J, Imanirad I, Kim RD. Biomarker Analysis from a Phase I/Ib Study of Regorafenib and Nivolumab in Mismatch Repair-Proficient Advanced Refractory Colorectal Cancer. Cancers (Basel) 2024; 16:556. [PMID: 38339307 PMCID: PMC10854756 DOI: 10.3390/cancers16030556] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2024] [Revised: 01/23/2024] [Accepted: 01/24/2024] [Indexed: 02/12/2024] Open
Abstract
Previously, we reported the modest but durable anticancer activity of regorafenib/nivolumab in mismatch repair-proficient (pMMR) refractory colorectal cancer in our I/Ib study. Our finding suggests the necessity of biomarkers for better selection of patients. Baseline clinical and pathological characteristics, blood and tumor samples from the patients in the trial were collected and evaluated to discover potential biomarkers. The obtained samples were assessed for immunohistochemistry, ELISA and RNA sequencing. Their correlations with clinical outcome were analyzed. A high albumin level was significantly associated with improved progression-free survival (PFS), overall survival (OS) and disease control. Non-liver metastatic disease showed prolonged PFS and OS. Low regulatory T-cell (Treg) infiltration correlated with prolonged PFS. Low MIP-1β was associated with durable response and improved OS significantly. Upregulation of 23 genes, including CAPN9, NAPSA and ROS1, was observed in the durable disease control group, and upregulation of 10 genes, including MRPS18A, MAIP1 and CMTR2, was associated with a statistically significant improvement of PFS. This study suggests that pretreatment albumin, MIP-1β, non-liver metastatic disease and Treg infiltration may be potential predictive biomarkers of regorafenib/nivolumab in pMMR colorectal cancer. Further studies are needed to confirm these findings.
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Affiliation(s)
- Dae Won Kim
- Department of Gastrointestinal Oncology, Moffitt Cancer Center, Tampa, FL 33612, USA; (D.W.K.); (M.M.); (R.M.); (J.Y.); (R.M.); (J.S.); (I.I.)
| | - Young-Chul Kim
- Department of Biostatistics and Bioinformatics, Moffitt Cancer Center, Tampa, FL 33612, USA;
| | - Bence P. Kovari
- Department of Pathology, Moffitt Cancer Center, Tampa, FL 33612, USA;
| | - Maria Martinez
- Department of Gastrointestinal Oncology, Moffitt Cancer Center, Tampa, FL 33612, USA; (D.W.K.); (M.M.); (R.M.); (J.Y.); (R.M.); (J.S.); (I.I.)
| | - Ruoyu Miao
- Department of Gastrointestinal Oncology, Moffitt Cancer Center, Tampa, FL 33612, USA; (D.W.K.); (M.M.); (R.M.); (J.Y.); (R.M.); (J.S.); (I.I.)
| | - James Yu
- Department of Gastrointestinal Oncology, Moffitt Cancer Center, Tampa, FL 33612, USA; (D.W.K.); (M.M.); (R.M.); (J.Y.); (R.M.); (J.S.); (I.I.)
| | - Rutika Mehta
- Department of Gastrointestinal Oncology, Moffitt Cancer Center, Tampa, FL 33612, USA; (D.W.K.); (M.M.); (R.M.); (J.Y.); (R.M.); (J.S.); (I.I.)
| | - Jonathan Strosberg
- Department of Gastrointestinal Oncology, Moffitt Cancer Center, Tampa, FL 33612, USA; (D.W.K.); (M.M.); (R.M.); (J.Y.); (R.M.); (J.S.); (I.I.)
| | - Iman Imanirad
- Department of Gastrointestinal Oncology, Moffitt Cancer Center, Tampa, FL 33612, USA; (D.W.K.); (M.M.); (R.M.); (J.Y.); (R.M.); (J.S.); (I.I.)
| | - Richard D. Kim
- Department of Gastrointestinal Oncology, Moffitt Cancer Center, Tampa, FL 33612, USA; (D.W.K.); (M.M.); (R.M.); (J.Y.); (R.M.); (J.S.); (I.I.)
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3
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Wang S, Liu X, Meng Z, Feng Q, Lin Y, Niu H, Yu C, Zong Y, Guo L, Yang W, Ma Y, Zhang W, Li C, Yang Y, Wang W, Gao X, Hu Y, Liu C, Nie L. DCBLD2 regulates vascular hyperplasia by modulating the platelet derived growth factor receptor-β endocytosis through Caveolin-1 in vascular smooth muscle cells. FASEB J 2022; 36:e22488. [PMID: 35929441 DOI: 10.1096/fj.202200156rr] [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: 01/29/2022] [Revised: 07/21/2022] [Accepted: 07/25/2022] [Indexed: 11/11/2022]
Abstract
DCBLD2 is a neuropilin-like transmembrane protein that is up-regulated during arterial remodeling in humans, rats, and mice. Activation of PDGFR-β via PDGF triggers receptor phosphorylation and endocytosis. Subsequent activation of downstream signals leads to the stimulation of phenotypic conversion of VSMCs and arterial wall proliferation, which are common pathological changes in vascular remodeling diseases such as atherosclerosis, hypertension, and restenosis after angioplasty. In this study, we hypothesized that DCBLD2 regulates neointimal hyperplasia through the regulation of PDGFR-β endocytosis of vascular smooth muscle cells (VSMCs) through Caveolin-1 (Cav-1). Compared with wild-type (WT) mice or control littermate mice, the germline or VSMC conditional deletion of the Dcbld2 gene resulted in a significant increase in the thickness of the tunica media in the carotid artery ligation. To elucidate the underlying molecular mechanisms, VSMCs were isolated from the aorta of WT or Dcbld2-/- mice and were stimulated with PDGF. Western blotting assays demonstrated that Dcbld2 deletion increased the PDGF signaling pathway. Biotin labeling test and membrane-cytosol separation test showed that after DCBLD2 was knocked down or knocked out, the level of PDGFR-β on the cell membrane was significantly reduced, while the amount of PDGFR-β in the cytoplasm increased. Co-immunoprecipitation experiments showed that after DCBLD2 gene knock-out, the binding of PDGFR-β and Cav-1 in the cytoplasm significantly increased. Double immunofluorescence staining showed that PDGFR-β accumulated Cav-1/lysosomes earlier than for control cells, which indicated that DCBLD2 gene knock-down or deletion accelerated the endocytosis of PDGF-induced PDGFR-β in VSMCs. In order to confirm that DCBLD2 affects the relationship between Cav-1 and PDGFR-β, proteins extracted from VSMCs cultured in vitro were derived from WT and Dcbld2-/- mice, whereas co-immunoprecipitation suggested that the combination of DCBLD2 and Cav-1 reduced the bond between Cav-1 and PDGFR-β, and DCBLD2 knock-out was able to enhance the interaction between Cav-1 and PDGFR-β. Therefore, the current results suggest that DCBLD2 may inhibit the caveolae-dependent endocytosis of PDGFR-β by anchoring the receptor on the cell membrane. Based on its ability to regulate the activity of PDGFR-β, DCBLD2 may be a novel therapeutic target for the treatment of cardiovascular diseases.
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Affiliation(s)
- Shuai Wang
- Department of Biochemistry and Molecular Biology, School of Basic Medicine, Hebei Medical University, Shijiazhuang, China
- Key Laboratory of Medical Biotechnology of Hebei Province, Hebei Medical University, Shijiazhuang, China
- Cardiovascular Medical Science Center, Hebei Medical University, Shijiazhuang, China
| | - Xiaoning Liu
- Department of Biochemistry and Molecular Biology, School of Basic Medicine, Hebei Medical University, Shijiazhuang, China
- Key Laboratory of Medical Biotechnology of Hebei Province, Hebei Medical University, Shijiazhuang, China
- Cardiovascular Medical Science Center, Hebei Medical University, Shijiazhuang, China
| | - Zeqi Meng
- Department of Biochemistry and Molecular Biology, School of Basic Medicine, Hebei Medical University, Shijiazhuang, China
- Key Laboratory of Medical Biotechnology of Hebei Province, Hebei Medical University, Shijiazhuang, China
- Cardiovascular Medical Science Center, Hebei Medical University, Shijiazhuang, China
| | - Qi Feng
- Department of Biochemistry and Molecular Biology, School of Basic Medicine, Hebei Medical University, Shijiazhuang, China
- Key Laboratory of Medical Biotechnology of Hebei Province, Hebei Medical University, Shijiazhuang, China
- Cardiovascular Medical Science Center, Hebei Medical University, Shijiazhuang, China
| | - Yanling Lin
- Department of Biochemistry and Molecular Biology, School of Basic Medicine, Hebei Medical University, Shijiazhuang, China
- Key Laboratory of Medical Biotechnology of Hebei Province, Hebei Medical University, Shijiazhuang, China
- Cardiovascular Medical Science Center, Hebei Medical University, Shijiazhuang, China
| | - Honglin Niu
- School of Nursing, Hebei Medical University, Shijiazhuang, China
| | - Chao Yu
- Department of Biochemistry and Molecular Biology, School of Basic Medicine, Hebei Medical University, Shijiazhuang, China
- Key Laboratory of Medical Biotechnology of Hebei Province, Hebei Medical University, Shijiazhuang, China
- Cardiovascular Medical Science Center, Hebei Medical University, Shijiazhuang, China
| | - Yanhong Zong
- Department of Biochemistry and Molecular Biology, School of Basic Medicine, Hebei Medical University, Shijiazhuang, China
- Key Laboratory of Medical Biotechnology of Hebei Province, Hebei Medical University, Shijiazhuang, China
- Cardiovascular Medical Science Center, Hebei Medical University, Shijiazhuang, China
| | - Lingling Guo
- Department of Biochemistry and Molecular Biology, School of Basic Medicine, Hebei Medical University, Shijiazhuang, China
- Key Laboratory of Medical Biotechnology of Hebei Province, Hebei Medical University, Shijiazhuang, China
- Cardiovascular Medical Science Center, Hebei Medical University, Shijiazhuang, China
| | - Weiwei Yang
- Department of Biochemistry and Molecular Biology, School of Basic Medicine, Hebei Medical University, Shijiazhuang, China
- Key Laboratory of Medical Biotechnology of Hebei Province, Hebei Medical University, Shijiazhuang, China
- Cardiovascular Medical Science Center, Hebei Medical University, Shijiazhuang, China
| | - Yuehua Ma
- Department of Biochemistry and Molecular Biology, School of Basic Medicine, Hebei Medical University, Shijiazhuang, China
- Key Laboratory of Medical Biotechnology of Hebei Province, Hebei Medical University, Shijiazhuang, China
- Cardiovascular Medical Science Center, Hebei Medical University, Shijiazhuang, China
| | - Wenjun Zhang
- Department of Biochemistry and Molecular Biology, School of Basic Medicine, Hebei Medical University, Shijiazhuang, China
- Key Laboratory of Medical Biotechnology of Hebei Province, Hebei Medical University, Shijiazhuang, China
- Cardiovascular Medical Science Center, Hebei Medical University, Shijiazhuang, China
| | - Chenyang Li
- Department of Biochemistry and Molecular Biology, School of Basic Medicine, Hebei Medical University, Shijiazhuang, China
- Key Laboratory of Medical Biotechnology of Hebei Province, Hebei Medical University, Shijiazhuang, China
- Cardiovascular Medical Science Center, Hebei Medical University, Shijiazhuang, China
| | - Yunran Yang
- Department of Biochemistry and Molecular Biology, School of Basic Medicine, Hebei Medical University, Shijiazhuang, China
- Key Laboratory of Medical Biotechnology of Hebei Province, Hebei Medical University, Shijiazhuang, China
- Cardiovascular Medical Science Center, Hebei Medical University, Shijiazhuang, China
| | - Wenjuan Wang
- Department of Biochemistry and Molecular Biology, School of Basic Medicine, Hebei Medical University, Shijiazhuang, China
- Key Laboratory of Medical Biotechnology of Hebei Province, Hebei Medical University, Shijiazhuang, China
- Cardiovascular Medical Science Center, Hebei Medical University, Shijiazhuang, China
| | - Xurui Gao
- Department of Biochemistry and Molecular Biology, School of Basic Medicine, Hebei Medical University, Shijiazhuang, China
- Key Laboratory of Medical Biotechnology of Hebei Province, Hebei Medical University, Shijiazhuang, China
- Cardiovascular Medical Science Center, Hebei Medical University, Shijiazhuang, China
| | - Yaxin Hu
- Department of Biochemistry and Molecular Biology, School of Basic Medicine, Hebei Medical University, Shijiazhuang, China
- Key Laboratory of Medical Biotechnology of Hebei Province, Hebei Medical University, Shijiazhuang, China
- Cardiovascular Medical Science Center, Hebei Medical University, Shijiazhuang, China
| | - Chao Liu
- Department of Laboratory Animal Science and Key Laboratory of Animal Science of Hebei Province, Hebei Medical University, Shijiazhuang, China
| | - Lei Nie
- Key Laboratory of Medical Biotechnology of Hebei Province, Hebei Medical University, Shijiazhuang, China
- Cardiovascular Medical Science Center, Hebei Medical University, Shijiazhuang, China
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4
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Xie P, Liu JY, Yan H, Wang ZB, Jiang SL, Li X, Liu ZQ. Pan-cancer analyses identify DCBLD2 as an oncogenic, immunological, and prognostic biomarker. Front Pharmacol 2022; 13:950831. [PMID: 36034778 PMCID: PMC9403722 DOI: 10.3389/fphar.2022.950831] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2022] [Accepted: 07/05/2022] [Indexed: 11/13/2022] Open
Abstract
Discoidin, CUB, and LCCL domain-containing protein 2 (DCBLD2) is a two-domain transmembrane protein-coding gene located on chromosome 3, the protein expressed by which acts as the membrane receptor of semaphorin and vascular endothelial growth factor during the development of axons and blood vessels. Although several research evidences at the cellular and clinical levels have associated DCBLD2 with tumorigenesis, nothing is known regarding this gene from a pan-cancer standpoint. In this study, we systematically analyzed the influence of DCBLD2 on prognosis, cancer staging, immune characteristics, and drug sensitivity in a variety of cancers based on a unified and standardized pan-cancer dataset. In addition, we performed GO enrichment analyses and KEGG analyses of DCBLD2-related genes and DCBLD2-binding proteins. Our results showed that DCBLD2 is a potential oncogenic, immunological as well as a prognostic biomarker in terms of pan-cancer, and is expected to contribute to the improvement of tumor prognosis and the development of targeted therapy.
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Affiliation(s)
- Pan Xie
- Department of Clinical Pharmacology, Hunan Key Laboratory of Pharmacogenetics, and National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, China
- Institute of Clinical Pharmacology, Central South University, Changsha, China
| | - Jun-Yan Liu
- Department of Orthopaedics, Xiangya Hospital, Central South University, Changsha, China
| | - Han Yan
- Department of Pharmacy, The Second Xiangya Hospital, Central South University, Changsha, China
| | - Zhi-Bin Wang
- Department of Clinical Pharmacology, Hunan Key Laboratory of Pharmacogenetics, and National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, China
- Institute of Clinical Pharmacology, Central South University, Changsha, China
| | - Shi-Long Jiang
- Department of Clinical Pharmacology, Hunan Key Laboratory of Pharmacogenetics, and National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, China
- Institute of Clinical Pharmacology, Central South University, Changsha, China
| | - Xi Li
- Department of Clinical Pharmacology, Hunan Key Laboratory of Pharmacogenetics, and National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, China
- Institute of Clinical Pharmacology, Central South University, Changsha, China
- *Correspondence: Zhao-Qian Liu, ; Xi Li,
| | - Zhao-Qian Liu
- Department of Clinical Pharmacology, Hunan Key Laboratory of Pharmacogenetics, and National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, China
- Institute of Clinical Pharmacology, Central South University, Changsha, China
- *Correspondence: Zhao-Qian Liu, ; Xi Li,
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5
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Chen N, Wan G, Zeng X. Integrated Whole-Transcriptome Profiling and Bioinformatics Analysis of the Polypharmacological Effects of Ganoderic Acid Me in Colorectal Cancer Treatment. Front Oncol 2022; 12:833375. [PMID: 35574354 PMCID: PMC9093067 DOI: 10.3389/fonc.2022.833375] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2021] [Accepted: 03/29/2022] [Indexed: 11/29/2022] Open
Abstract
Ganoderic acid Me (GA-Me) is a natural bioactive compound derived from Ganoderma lucidum. Our present results suggested that GA-Me inhibited proliferation, induced DNA fragmentation and significantly activated caspase-9 and caspase-3 in HCT116 cells. As shown in our previous studies, GA-Me targets several genes to prevent cancer, including colorectal cancer (CRC). Thus, we hypothesized that GA-Me might be a multitarget ligand against cancer. However, its exact mechanism in CRC remains unclear. Here, whole-transcriptome sequencing was employed to assess the long noncoding RNA (lncRNA), circular RNA (circRNA), microRNA (miRNA), and messenger RNA (mRNA) profiles of GA-Me-treated HCT116 cells. In total, 1572 differentially expressed (DE) lncRNAs, 123 DEcircRNAs, 87 DEmiRNAs, and 1508 DEmRNAs were identified. DCBLD2 and RAPGEF5 were validated as two core mRNAs in the DElncRNA, DEcircRNA, and DEmiRNA networks. Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) analyses revealed the biological functions and potential mechanisms of TCONS-00008997, XR-925056.2, circRNA-07908, hsa-miR-100-3p, hsa-miR-1257, hsa-miR-3182, NAV3, ADAM20, and STARD4, which were altered after GA-Me treatment. The regulatory relationships of the XR-925056.2-hsa-miR-3182-NAV3/ADAM20/STARD4, circRNA-07908|Chr22:38986298-39025349-hsa-miR-3182-NAV3/ADAM20, ENST00000414039/ENST00000419190-novel874_mature-MMP9 and circRNA-00314|Chr1:35470863-35479212/circRNA-05460|Chr17:72592203-72649268-novel874_mature-MMP9 immune-regulatory networks involved both noncoding RNAs (ncRNAs) and mRNAs. Molecular docking studies showed that Zn2+ and the His201, His205, His211, Glu202, and Ala165 residues of MMP2 contributed to its high affinity for GA-Me. Zn2+ and the Glu402 and Gly186 residues of MMP9 are important for its interaction with GA-Me. Our results suggested and confirmed that GA-Me is a potential multitarget lead compound for CRC treatment with unique polypharmacological advantages.
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Affiliation(s)
- Nianhong Chen
- Center Lab of Longhua Branch and Department of Infectious Disease, Shenzhen People's Hospital, The Second Clinical Medical College, Jinan University; The First Affiliated Hospital, Southern University of Science and Technology, Shenzhen,China.,Guangdong Provincial Key Laboratory of Regional Immunity and Diseases, Medicine School of Shenzhen University, Shenzhen, China.,Laboratory of Signal Transduction, Department of Radiation Oncology, Memorial Sloan-Kettering Cancer Center, New York, NY, United States
| | - Guoqing Wan
- Center Lab of Longhua Branch and Department of Infectious Disease, Shenzhen People's Hospital, The Second Clinical Medical College, Jinan University; The First Affiliated Hospital, Southern University of Science and Technology, Shenzhen,China.,Guangdong Provincial Key Laboratory of Regional Immunity and Diseases, Medicine School of Shenzhen University, Shenzhen, China
| | - Xiaobin Zeng
- Center Lab of Longhua Branch and Department of Infectious Disease, Shenzhen People's Hospital, The Second Clinical Medical College, Jinan University; The First Affiliated Hospital, Southern University of Science and Technology, Shenzhen,China.,Guangdong Provincial Key Laboratory of Regional Immunity and Diseases, Medicine School of Shenzhen University, Shenzhen, China
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6
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Mirhadi S, Tam S, Li Q, Moghal N, Pham NA, Tong J, Golbourn BJ, Krieger JR, Taylor P, Li M, Weiss J, Martins-Filho SN, Raghavan V, Mamatjan Y, Khan AA, Cabanero M, Sakashita S, Huo K, Agnihotri S, Ishizawa K, Waddell TK, Zadeh G, Yasufuku K, Liu G, Shepherd FA, Moran MF, Tsao MS. Integrative analysis of non-small cell lung cancer patient-derived xenografts identifies distinct proteotypes associated with patient outcomes. Nat Commun 2022; 13:1811. [PMID: 35383171 PMCID: PMC8983714 DOI: 10.1038/s41467-022-29444-9] [Citation(s) in RCA: 18] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2021] [Accepted: 03/17/2022] [Indexed: 12/24/2022] Open
Abstract
Non-small cell lung cancer (NSCLC) is the leading cause of cancer deaths worldwide. Only a fraction of NSCLC harbor actionable driver mutations and there is an urgent need for patient-derived model systems that will enable the development of new targeted therapies. NSCLC and other cancers display profound proteome remodeling compared to normal tissue that is not predicted by DNA or RNA analyses. Here, we generate 137 NSCLC patient-derived xenografts (PDXs) that recapitulate the histology and molecular features of primary NSCLC. Proteome analysis of the PDX models reveals 3 adenocarcinoma and 2 squamous cell carcinoma proteotypes that are associated with different patient outcomes, protein-phosphotyrosine profiles, signatures of activated pathways and candidate targets, and in adenocarcinoma, stromal immune features. These findings portend proteome-based NSCLC classification and treatment and support the PDX resource as a viable model for the development of new targeted therapies. With non-small cell lung cancer (NSCLC) being the leading cause of cancer deaths worldwide, the development of targeted therapies remains crucial. Here, the generation and multi-omics characterization of 137 NSCLC patient-derived xenografts provides a resource for potential classifications and targets.
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Affiliation(s)
- Shideh Mirhadi
- Program in Cell Biology, Hospital for Sick Children, Toronto, ON, Canada.,Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada
| | - Shirley Tam
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Quan Li
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Nadeem Moghal
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Nhu-An Pham
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Jiefei Tong
- Program in Cell Biology, Hospital for Sick Children, Toronto, ON, Canada
| | - Brian J Golbourn
- John G. Rangos Sr. Research Center, Children's Hospital of Pittsburgh, and Department of Neurological Surgery, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | | | - Paul Taylor
- Program in Cell Biology, Hospital for Sick Children, Toronto, ON, Canada
| | - Ming Li
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Jessica Weiss
- Department of Biostatistics, Princess Margaret Cancer Centre, Toronto, ON, Canada
| | - Sebastiao N Martins-Filho
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada.,Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON, Canada
| | - Vibha Raghavan
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Yasin Mamatjan
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Aafaque A Khan
- Program in Cell Biology, Hospital for Sick Children, Toronto, ON, Canada
| | - Michael Cabanero
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada.,Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON, Canada
| | - Shingo Sakashita
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Kugeng Huo
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Sameer Agnihotri
- John G. Rangos Sr. Research Center, Children's Hospital of Pittsburgh, and Department of Neurological Surgery, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Kota Ishizawa
- Division of Thoracic Surgery, Toronto General Hospital, University Health Network, Toronto, ON, Canada
| | - Thomas K Waddell
- Division of Thoracic Surgery, Toronto General Hospital, University Health Network, Toronto, ON, Canada.,Department of Surgery, University of Toronto, Toronto, ON, Canada
| | - Gelareh Zadeh
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada.,Department of Surgery, University of Toronto, Toronto, ON, Canada
| | - Kazuhiro Yasufuku
- Division of Thoracic Surgery, Toronto General Hospital, University Health Network, Toronto, ON, Canada.,Department of Surgery, University of Toronto, Toronto, ON, Canada
| | - Geoffrey Liu
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada.,Department of Medicine, Division of Medical Oncology, University of Toronto, Toronto, ON, Canada.,Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
| | - Frances A Shepherd
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada.,Department of Medicine, Division of Medical Oncology, University of Toronto, Toronto, ON, Canada
| | - Michael F Moran
- Program in Cell Biology, Hospital for Sick Children, Toronto, ON, Canada. .,Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada. .,Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada.
| | - Ming-Sound Tsao
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada. .,Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON, Canada. .,Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada.
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7
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Yuan Y, Tan L, Wang L, Zou D, Liu J, Lu X, Fu D, Wang G, Wang L, Wang Z. The Expression Pattern of Hypoxia-Related Genes Predicts the Prognosis and Mediates Drug Resistance in Colorectal Cancer. Front Cell Dev Biol 2022; 10:814621. [PMID: 35155430 PMCID: PMC8829070 DOI: 10.3389/fcell.2022.814621] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2021] [Accepted: 01/07/2022] [Indexed: 11/13/2022] Open
Abstract
Background: Colorectal cancer (CRC) is one of the leading causes of cancer-related deaths worldwide. However, due to the heterogeneity of CRC, the clinical therapy outcomes differ among patients. There is a need to identify predictive biomarkers to efficiently facilitate CRC treatment and prognosis. Methods: The expression profiles from Gene Expression Omnibus (GEO) database were used to identify cancer hallmarks associated with CRC outcomes. An accurate gene signature based on the prognosis related cancer hallmarks was further constructed. Results: Hypoxia was identified to be the primary factor that could influence CRC outcomes. Sixteen hypoxia-related genes were selected to construct a risk gene signature (HGS) associated with individuals’ prognosis, which was validated in three independent cohorts. Further, stromal and immune cells in tumor microenvironment (TME) were found to be associated with hypoxia. Finally, among the 16 hypoxia-related genes, six genes (DCBLD2, PLEC, S100A11, PLAT, PPAP2B and LAMC2) were identified as the most attributable ones to drug resistance. Conclusion: HGS can accurately predict CRC prognosis. The expression of the drug resistance-related genes is critical in CRC treatment decision-making.
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Affiliation(s)
- Ye Yuan
- Research Center for Tissue Engineering and Regenerative Medicine, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
- Department of Gastrointestinal Surgery, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Lulu Tan
- Research Center for Tissue Engineering and Regenerative Medicine, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
- Department of Gastrointestinal Surgery, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Liping Wang
- Research Center for Tissue Engineering and Regenerative Medicine, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Danyi Zou
- Department of Clinical Laboratory, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Jia Liu
- Research Center for Tissue Engineering and Regenerative Medicine, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Xiaohuan Lu
- Research Center for Tissue Engineering and Regenerative Medicine, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
- Department of Gastrointestinal Surgery, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Daan Fu
- Research Center for Tissue Engineering and Regenerative Medicine, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
- Department of Gastrointestinal Surgery, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Guobin Wang
- Department of Gastrointestinal Surgery, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
- *Correspondence: Guobin Wang, ; Lin Wang, ; Zheng Wang,
| | - Lin Wang
- Research Center for Tissue Engineering and Regenerative Medicine, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
- Department of Clinical Laboratory, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
- *Correspondence: Guobin Wang, ; Lin Wang, ; Zheng Wang,
| | - Zheng Wang
- Research Center for Tissue Engineering and Regenerative Medicine, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
- Department of Gastrointestinal Surgery, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
- *Correspondence: Guobin Wang, ; Lin Wang, ; Zheng Wang,
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8
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Lin H, Xia L, Lian J, Chen Y, Zhang Y, Zhuang Z, Cai H, You J, Guan G. Delineation of colorectal cancer ligand-receptor interactions and their roles in the tumor microenvironment and prognosis. J Transl Med 2021; 19:497. [PMID: 34876143 PMCID: PMC8650275 DOI: 10.1186/s12967-021-03162-0] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2021] [Accepted: 11/22/2021] [Indexed: 12/31/2022] Open
Abstract
BACKGROUND Immunotherapies targeting ligand-receptor interactions (LRIs) are advancing rapidly in the treatment of colorectal cancer (CRC), and LRIs also affect many aspects of CRC development. However, the pattern of LRIs in CRC and their effect on tumor microenvironment and clinical value are still unclear. METHODS We delineated the pattern of LRIs in 55,539 single-cell RNA sequencing (scRNA-seq) samples from 29 patients with CRC and three bulk RNA-seq datasets containing data from 1411 CRC patients. Then the influence of tumor microenvironment, immunotherapy and prognosis of CRC patients were comprehensively investigated. RESULTS We calculated the strength of 1893 ligand-receptor pairs between 25 cell types to reconstruct the spatial structure of CRC. We identified tumor subtypes based on LRIs, revealed the relationship between the subtypes and immunotherapy efficacy and explored the ligand-receptor pairs and specific targets affecting the abundance of tumor-infiltrating lymphocytes. Finally, a prognostic model based on ligand-receptor pairs was constructed and validated. CONCLUSION Overall, through the comprehensive and in-depth investigation of the existing ligand-receptor pairs, this study provides new ideas for CRC subtype classification, a new risk screening tool for CRC patients, and potential ligand-receptor pair targets and pathways for CRC therapy.
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Affiliation(s)
- Hexin Lin
- Department of Colorectal Surgery, The First Affiliated Hospital of Fujian Medical University, 20 Chazhong Road, Fuzhou City, 350001, Fujian, China
| | - Lu Xia
- Xiamen Cell Therapy Research Center, The First Affiliated Hospital of Xiamen University. School of Medicine, Xiamen University, Xiamen, China
| | - Jiabian Lian
- Department of Laboratory Medicine, Xiamen Key Laboratory of Genetic Testing, The First Affiliated Hospital of Xiamen University, Xiamen, China
| | - Yinan Chen
- Department of Gastrointestinal Surgery, The First Affiliated Hospital of Xiamen University, Xiamen, China
| | - Yiyi Zhang
- Department of Colorectal Surgery, The First Affiliated Hospital of Fujian Medical University, 20 Chazhong Road, Fuzhou City, 350001, Fujian, China
| | - Zhicheng Zhuang
- Department of Colorectal Surgery, The First Affiliated Hospital of Fujian Medical University, 20 Chazhong Road, Fuzhou City, 350001, Fujian, China
| | - HuaJun Cai
- Department of Colorectal Surgery, The First Affiliated Hospital of Fujian Medical University, 20 Chazhong Road, Fuzhou City, 350001, Fujian, China
| | - Jun You
- Department of Gastrointestinal Surgery, The First Affiliated Hospital of Xiamen University, Xiamen, China.,School of Clinical Medicine, Fujian Medical University, Fuzhou, China
| | - Guoxian Guan
- Department of Colorectal Surgery, The First Affiliated Hospital of Fujian Medical University, 20 Chazhong Road, Fuzhou City, 350001, Fujian, China.
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9
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Li H, Liu F, Wang X, Li M, Li Z, Xie Y, Guo Y. Identification of Hub lncRNAs Along With lncRNA-miRNA-mRNA Network for Effective Diagnosis and Prognosis of Papillary Thyroid Cancer. Front Pharmacol 2021; 12:748867. [PMID: 34721037 PMCID: PMC8548639 DOI: 10.3389/fphar.2021.748867] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2021] [Accepted: 09/22/2021] [Indexed: 02/05/2023] Open
Abstract
Long noncoding RNAs (lncRNAs) play important roles in tumorigenesis and progression of different cancers and they have been potential biomarkers for cancer diagnosis and prognosis. As the most common endocrine malignancy, precise diagnosis and prognosis of papillary thyroid cancer (PTC) is of great clinical significance. Here, we aim to identify new hub lncRNAs for marking PTC and constructed prognostics signatures based on lncRNA- miRNA-mRNA competing endogenous RNAs (ceRNA) network to predict overall survival (OS) and disease-free survival (DFS) respectively. Five reliable hub lncRNAs were identified by integrating differential genes of four Gene Expression Omnibus (GEO) gene chips using the RobustRankAggreg (RRA) method. Based on differential analyses and interaction prediction, a lncRNA-mRNA co-expression network and a lncRNA-miRNA-mRNA ceRNA network were established. Then a comprehensive function characterization of the five hub lncRNAs was performed, including validation dataset testing, receiver operating characteristic (ROC) curve analysis, and functional analysis on two networks. All results suggest that these five hub lncRNAs could be potential biomarkers for marking PTC. The ceRNA network was used to identify RNAs which were associated with PTC prognosis. Two prognostic signatures were developed using univariate and step-wise multivariate Cox regression analyses and both of them were independent prognostic indicators for PTC OS and DFS. Tumor microenvironment difference analysis between high and low-risk patients showed that dendritic cells activated and macrophages M0 may be a possible target for immunotherapy of PTC. In addition, disclosing the potential drugs that may reverse the expression of hub genes may improve the prognosis of patients with PTC. Here, connectivity map (CMap) analysis indicates that three bioactive chemicals (pioglitazone, benserazide, and SB-203580) are promising therapeutic agents for PTC. So, the paper presents a comprehensive study on diagnosis, prognosis, and potential drug screening for PTC based on the five hub lncRNAs identified by us.
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Affiliation(s)
- Haiyan Li
- College of Chemistry, Sichuan University, Chengdu, China
| | - Feng Liu
- Department of Thyroid Surgery, West China Hospital of Sichuan University, Chengdu, China
| | - Xiaoyang Wang
- College of Chemistry, Sichuan University, Chengdu, China
| | - Menglong Li
- College of Chemistry, Sichuan University, Chengdu, China
| | - Zhihui Li
- Department of Thyroid Surgery, West China Hospital of Sichuan University, Chengdu, China.,Laboratory of Thyroid and Parathyroid Disease, Frontiers Science Center for Disease-Related Molecular Network, West China Hospital of Sichuan University, Chengdu, China
| | - Yongmei Xie
- Department of Thyroid Surgery, West China Hospital of Sichuan University, Chengdu, China
| | - Yanzhi Guo
- College of Chemistry, Sichuan University, Chengdu, China
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10
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Xie P, Yuan FQ, Huang MS, Zhang W, Zhou HH, Li X, Liu ZQ. DCBLD2 Affects the Development of Colorectal Cancer via EMT and Angiogenesis and Modulates 5-FU Drug Resistance. Front Cell Dev Biol 2021; 9:669285. [PMID: 34095137 PMCID: PMC8170045 DOI: 10.3389/fcell.2021.669285] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2021] [Accepted: 04/27/2021] [Indexed: 01/05/2023] Open
Abstract
Background: DCBLD2 is highly expressed in various cancers, including colorectal cancer. DCBLD2 overexpression promotes tumor occurrence, development, and metastasis. However, DCBLD2 sensitivity to chemotherapy drugs and its mechanism on tumor development are unknown. Methods: DCBLD2 expression differences in cancer and normal tissues were obtained from GEO and TCGA databases. DCBLD2 influence on prognosis was also compared, and the database analysis results were verified via the analysis of clinical samples. GDSC database was used to analyze the effect of DCBLD2 expression difference on 5-FU drug sensitivity on tumor cells. CCK-8, clone formation, scratch, Transwell invasion and migration assays were used to assess DCBLD2 effects on the proliferation, metastasis, and 5-FU drug sensitivity on HCT116 and Caco-2 colorectal cancer cells. Angiogenesis and Matrigel plug assays were used to study the effect of DCBLD2 on angiogenesis. Q-RCR and Western Blot were used to analyze DCBLD2 impact on the EMT signaling pathway, and TAP-MS assay with Co-IP verification was used to identify the downstream target proteins binding to DCBLD2. Results: Both database and clinical sample validation results showed that the expression of DCBLD2 in colorectal cancer tissues was significantly higher than that in normal tissues, leading to poor prognosis of patients. GDSC database analysis showed that DCBLD2 overexpression caused tumor cell resistance to 5-FU. The results of in vitro and in vivo experiments showed that the inhibition of DCBLD2 reduced the proliferation, migration and invasion of colorectal cancer cells, inhibited the angiogenesis of endothelial cells, and enhanced the drug sensitivity to 5-FU. The results of q-RCR and Western Blot experiments showed that the inhibition of DCBLD2 can suppress the EMT signal. The results of TAP-MS assay showed that the proteins bound to DCBLD2 were enriched to the Focal adhesion pathway. The results of Co-IP assay show that DCBLD2 can combine with ITGB1, the key factor of Focal adhesion pathway. Conclusion: DCBLD2 may affect the development of colorectal cancer by regulating cell proliferation and motility, and modulate 5-FU resistance. Down-regulation of DCBLD2 can inhibit EMT signal and angiogenesis. DCBLD2 can combine with ITGB1, the key signal factor of the Focal adhesion pathway.
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Affiliation(s)
- Pan Xie
- Hunan Key Laboratory of Pharmacogenetics, Department of Clinical Pharmacology, National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, China.,Institute of Clinical Pharmacology, Central South University, Changsha, China
| | - Fu-Qiang Yuan
- Hunan Key Laboratory of Pharmacogenetics, Department of Clinical Pharmacology, National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, China.,Institute of Clinical Pharmacology, Central South University, Changsha, China
| | - Ma-Sha Huang
- Hunan Key Laboratory of Pharmacogenetics, Department of Clinical Pharmacology, National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, China.,Institute of Clinical Pharmacology, Central South University, Changsha, China
| | - Wei Zhang
- Hunan Key Laboratory of Pharmacogenetics, Department of Clinical Pharmacology, National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, China.,Institute of Clinical Pharmacology, Central South University, Changsha, China
| | - Hong-Hao Zhou
- Hunan Key Laboratory of Pharmacogenetics, Department of Clinical Pharmacology, National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, China.,Institute of Clinical Pharmacology, Central South University, Changsha, China
| | - Xi Li
- Hunan Key Laboratory of Pharmacogenetics, Department of Clinical Pharmacology, National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, China.,Institute of Clinical Pharmacology, Central South University, Changsha, China
| | - Zhao-Qian Liu
- Hunan Key Laboratory of Pharmacogenetics, Department of Clinical Pharmacology, National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, China.,Institute of Clinical Pharmacology, Central South University, Changsha, China
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11
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Wang G, Zhan T, Li F, Shen J, Gao X, Xu L, Li Y, Zhang J. The prediction of survival in Gastric Cancer based on a Robust 13-Gene Signature. J Cancer 2021; 12:3344-3353. [PMID: 33976744 PMCID: PMC8100809 DOI: 10.7150/jca.49658] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2020] [Accepted: 03/27/2021] [Indexed: 12/13/2022] Open
Abstract
Gastric cancer represents a major public health problem. Owing to the great heterogeneity of GC, conventional clinical characteristics are limited in the accurate prediction of individual outcomes and survival. This study aimed to establish a robust gene signature to predict the prognosis of GC based on multiple datasets. Initially, we downloaded raw data from four independent datasets of The Cancer Genome Atlas (TCGA) and Gene Expression Omnibus (GEO), and performed univariate Cox proportional hazards regression analysis to identify prognostic genes associated with overall survival (OS) from each dataset. Thirteen common genes from four datasets were screened as candidate prognostic signatures. Then, a risk score model was developed based on this 13‑gene signature and validated by four independent datasets and the entire cohort. Patients with a high-risk score had poorer OS and recurrence-free survival (RFS). Multivariate regression and stratified analysis revealed that the 13-gene signature was not only an independent predictive factor but also associated with recurrence when adjusting for other clinical factors. Furthermore, in the high-risk group, gene set enrichment analysis (GSEA) showed that the mTOR signaling pathway and MAPK signaling pathway were significantly enriched. The present study provided a robust and reliable gene signature for prognostic prediction of both OS and RFS of patients with GC, which may be useful for delivering individualized management of patients.
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Affiliation(s)
- Guoguang Wang
- Department of General Surgery, The Second Affiliated Hospital of Nanjing Medical University, Nanjing, China
| | - Tian Zhan
- Department of General Surgery, The Second Affiliated Hospital of Nanjing Medical University, Nanjing, China
| | - Fan Li
- Department of General Surgery, The Second Affiliated Hospital of Nanjing Medical University, Nanjing, China
| | - Jian Shen
- Department of General Surgery, The Second Affiliated Hospital of Nanjing Medical University, Nanjing, China
| | - Xiang Gao
- Department of General Surgery, The Second Affiliated Hospital of Nanjing Medical University, Nanjing, China
| | - Lei Xu
- Department of General Surgery, The Second Affiliated Hospital of Nanjing Medical University, Nanjing, China
| | - Yuan Li
- Jiangsu Key Lab of Cancer Biomarkers, Prevention and Treatment, Jiangsu Collaborative Innovation Center For Cancer Personalized Medicine, School of Public Health, Nanjing Medical University, Nanjing, China
| | - Jianping Zhang
- Department of General Surgery, The Second Affiliated Hospital of Nanjing Medical University, Nanjing, China
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12
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Feng Z, Li K, Wu Y, Peng C. Transcriptomic Profiling Identifies DCBLD2 as a Diagnostic and Prognostic Biomarker in Pancreatic Ductal Adenocarcinoma. Front Mol Biosci 2021; 8:659168. [PMID: 33834039 PMCID: PMC8021715 DOI: 10.3389/fmolb.2021.659168] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2021] [Accepted: 03/05/2021] [Indexed: 12/14/2022] Open
Abstract
Background: Accumulating evidence shows that the elevated expression of DCBLD2 (discoidin, CUB and LCCL domain-containing protein 2) is associated with unfavorable prognosis of various cancers. However, the correlation of DCBLD2 expression value with the diagnosis and prognosis of pancreatic ductal adenocarcinoma (PDAC) has not yet been elucidated. Methods: Univariate Cox regression analysis was used to screen robust survival-related genes. Expression pattern of selected genes was investigated in PDAC tissues and normal tissues from multiple cohorts. Kaplan–Meier (K–M) survival curves, ROC curves and calibration curves were employed to assess prognostic performance. The relationship between DCBLD2 expression and immune cell infiltrates was conducted by CIBERSORT software. Biological processes and KEGG pathway enrichment analyses were adopted to clarify the potential function of DCBLD2 in PDAC. Results: Univariate analysis, K–M survival curves and calibration curves indicated that DCBLD2 was a robust prognostic factor for PDAC with cross-cohort compatibility. Upregulation of DCBLD2 was observed in dissected PDAC tissues as well as extracellular vesicles from both plasma and serum samples of PDAC patients. Both DCBLD2 expression in tissue and extracellular vesicles had significant diagnostic value. Besides, DCBLD2 expression was correlated with infiltrating level of CD8+ T cells and macrophage M2 cells. Functional enrichment revealed that DCBLD2 might be involved in cell motility, angiogenesis, and cancer-associated pathways. Conclusion: Our study systematically analyzed the potential diagnostic, prognostic and therapeutic value of DCBLD2 in PDAC. All the findings indicated that DCBLD2 might play a considerably oncogenic role in PDAC with diagnostic, prognostic and therapeutic potential. These preliminary results of bioinformatics analyses need to be further validated in more prospective studies.
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Affiliation(s)
- Zengyu Feng
- Department of General Surgery, Pancreatic Disease Center, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.,Research Institute of Pancreatic Diseases, Shanghai Jiao Tong University School of Medicine, Shanghai, China.,Department of General Surgery, The Second Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, China
| | - Kexian Li
- Department of General Surgery, Pancreatic Disease Center, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.,Research Institute of Pancreatic Diseases, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Yulian Wu
- Department of General Surgery, The Second Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, China
| | - Chenghong Peng
- Department of General Surgery, Pancreatic Disease Center, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.,Research Institute of Pancreatic Diseases, Shanghai Jiao Tong University School of Medicine, Shanghai, China
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13
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Mapping a Circular RNA-microRNA-mRNA-Signaling Regulatory Axis That Modulates Stemness Properties of Cancer Stem Cell Populations in Colorectal Cancer Spheroid Cells. Int J Mol Sci 2020; 21:ijms21217864. [PMID: 33114016 PMCID: PMC7672619 DOI: 10.3390/ijms21217864] [Citation(s) in RCA: 28] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2020] [Revised: 10/19/2020] [Accepted: 10/20/2020] [Indexed: 02/08/2023] Open
Abstract
Spheroidal cancer cell cultures have been used to enrich cancer stem cells (CSC), which are thought to contribute to important clinical features of tumors. This study aimed to map the regulatory networks driven by circular RNAs (circRNAs) in CSC-enriched colorectal cancer (CRC) spheroid cells. The spheroid cells established from two CRC cell lines acquired stemness properties in pluripotency gene expression and multi-lineage differentiation capacity. Genome-wide sequencing identified 1503 and 636 circRNAs specific to the CRC parental and spheroid cells, respectively. In the CRC spheroids, algorithmic analyses unveiled a core network of mRNAs involved in modulating stemness-associated signaling pathways, driven by a circRNA–microRNA (miRNA)–mRNA axis. The two major circRNAs, hsa_circ_0066631 and hsa_circ_0082096, in this network were significantly up-regulated in expression levels in the spheroid cells. The two circRNAs were predicted to target and were experimentally shown to down-regulate miR-140-3p, miR-224, miR-382, miR-548c-3p and miR-579, confirming circRNA sponging of the targeted miRNAs. Furthermore, the affected miRNAs were demonstrated to inhibit degradation of six mRNA targets, viz. ACVR1C/ALK7, FZD3, IL6ST/GP130, SKIL/SNON, SMAD2 and WNT5, in the CRC spheroid cells. These mRNAs encode proteins that are reported to variously regulate the GP130/Stat, Activin/Nodal, TGF-β/SMAD or Wnt/β-catenin signaling pathways in controlling various aspects of CSC stemness. Using the CRC spheroid cell model, the novel circRNA–miRNA–mRNA axis mapped in this work forms the foundation for the elucidation of the molecular mechanisms of the complex cellular and biochemical processes that determine CSC stemness properties of cancer cells, and possibly for designing therapeutic strategies for CRC treatment by targeting CSC.
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