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Kim S, Jeong N, Park J, Noh H, Lee JO, Yu SJ, Ku JL. Establishment and characterization of mouse metabolic dysfunction-associated steatohepatitis-related hepatocellular carcinoma organoids. Sci Rep 2024; 14:27460. [PMID: 39523389 PMCID: PMC11551198 DOI: 10.1038/s41598-024-78963-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2024] [Accepted: 11/05/2024] [Indexed: 11/16/2024] Open
Abstract
Metabolic dysfunction-associated steatohepatitis (MASH) is a form of chronic liver inflammation associated with metabolic syndrome, such as obesity and a major cause of hepatocellular carcinoma (HCC). Multi-biotics, a soymilk fermented with lactic acid bacteria, are known to alleviate obesity by lowering lipid profile. This study aimed to establish and characterize mouse organoids derived from MASH-related HCC models to evaluate drug responses, particularly focusing on Lenvatinib resistance. Organoids were developed using mouse liver tissues subjected to a choline-deficient L-amino acid-defined high-fat diet (CDAHFD) to mimic MASH-related HCC. The study evaluated the effect of multi-biotics, a fermented product, on tumor regression and drug sensitivity. While multi-biotics did not reduce tumor burden, they enhanced the response to Lenvatinib. Additionally, repeated treatment with Lenvatinib led to the development of drug-resistant organoids. Transcriptomic analysis of these resistant organoids identified key pathways related to KRAS signaling, inflammation, and epithelial-mesenchymal transition (EMT), revealing potential targets for overcoming Lenvatinib resistance. This study provides valuable insights into MASH-related HCC progression and drug resistance, offering a model for further therapeutic research.
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Affiliation(s)
- Sumin Kim
- Korean Cell Line Bank, Laboratory of Cell Biology, Cancer Research Institute, Seoul National University College of Medicine, Seoul, 03080, Korea
- Cancer Research Institute, Seoul National University, Seoul, 03080, Korea
| | - Nahyun Jeong
- Korean Cell Line Bank, Laboratory of Cell Biology, Cancer Research Institute, Seoul National University College of Medicine, Seoul, 03080, Korea
- Cancer Research Institute, Seoul National University, Seoul, 03080, Korea
| | - Jeayeon Park
- Department of Internal Medicine and Liver Research Institute, Seoul National University College of Medicine, Seoul, 03080, Republic of Korea
| | - Hyojin Noh
- Department of Internal Medicine and Liver Research Institute, Seoul National University College of Medicine, Seoul, 03080, Republic of Korea
| | - Ja Oh Lee
- Korean Cell Line Bank, Laboratory of Cell Biology, Cancer Research Institute, Seoul National University College of Medicine, Seoul, 03080, Korea
- Cancer Research Institute, Seoul National University, Seoul, 03080, Korea
| | - Su Jong Yu
- Department of Internal Medicine and Liver Research Institute, Seoul National University College of Medicine, Seoul, 03080, Republic of Korea.
| | - Ja-Lok Ku
- Korean Cell Line Bank, Laboratory of Cell Biology, Cancer Research Institute, Seoul National University College of Medicine, Seoul, 03080, Korea.
- Cancer Research Institute, Seoul National University, Seoul, 03080, Korea.
- Department of Biomedical Sciences, Seoul National University College of Medicine, Seoul, 03080, Korea.
- Ischemic/Hypoxic Disease Institute, Seoul National University College of Medicine, Seoul, 03080, Korea.
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Vicente-Santos A, Lock LR, Allira M, Dyer KE, Dunsmore A, Tu W, Volokhov DV, Herrera C, Lei GS, Relich RF, Janech MG, Bland AM, Simmons NB, Becker DJ. Serum proteomics reveals a tolerant immune phenotype across multiple pathogen taxa in wild vampire bats. Front Immunol 2023; 14:1281732. [PMID: 38193073 PMCID: PMC10773587 DOI: 10.3389/fimmu.2023.1281732] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2023] [Accepted: 11/24/2023] [Indexed: 01/10/2024] Open
Abstract
Bats carry many zoonotic pathogens without showing pronounced pathology, with a few exceptions. The underlying immune tolerance mechanisms in bats remain poorly understood, although information-rich omics tools hold promise for identifying a wide range of immune markers and their relationship with infection. To evaluate the generality of immune responses to infection, we assessed the differences and similarities in serum proteomes of wild vampire bats (Desmodus rotundus) across infection status with five taxonomically distinct pathogens: bacteria (Bartonella spp., hemoplasmas), protozoa (Trypanosoma cruzi), and DNA (herpesviruses) and RNA (alphacoronaviruses) viruses. From 19 bats sampled in 2019 in Belize, we evaluated the up- and downregulated immune responses of infected versus uninfected individuals for each pathogen. Using a high-quality genome annotation for vampire bats, we identified 586 serum proteins but found no evidence for differential abundance nor differences in composition between infected and uninfected bats. However, using receiver operating characteristic curves, we identified four to 48 candidate biomarkers of infection depending on the pathogen, including seven overlapping biomarkers (DSG2, PCBP1, MGAM, APOA4, DPEP1, GOT1, and IGFALS). Enrichment analysis of these proteins revealed that our viral pathogens, but not the bacteria or protozoa studied, were associated with upregulation of extracellular and cytoplasmatic secretory vesicles (indicative of viral replication) and downregulation of complement activation and coagulation cascades. Additionally, herpesvirus infection elicited a downregulation of leukocyte-mediated immunity and defense response but an upregulation of an inflammatory and humoral immune response. In contrast to our two viral infections, we found downregulation of lipid and cholesterol homeostasis and metabolism with Bartonella spp. infection, of platelet-dense and secretory granules with hemoplasma infection, and of blood coagulation pathways with T. cruzi infection. Despite the small sample size, our results suggest that vampire bats have a similar suite of immune mechanisms for viruses distinct from responses to the other pathogen taxa, and we identify potential biomarkers that can expand our understanding of pathogenesis of these infections in bats. By applying a proteomic approach to a multi-pathogen system in wild animals, our study provides a distinct framework that could be expanded across bat species to increase our understanding of how bats tolerate pathogens.
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Affiliation(s)
| | - Lauren R. Lock
- School of Biological Sciences, University of Oklahoma, Norman, OK, United States
| | - Meagan Allira
- School of Biological Sciences, University of Oklahoma, Norman, OK, United States
| | - Kristin E. Dyer
- School of Biological Sciences, University of Oklahoma, Norman, OK, United States
| | - Annalise Dunsmore
- Department of Tropical Medicine, School of Public Health and Tropical Medicine, Tulane University, New Orleans, LA, United States
- Vector-Borne and Infectious Disease Research Center, Tulane University, New Orleans, LA, United States
| | - Weihong Tu
- Department of Tropical Medicine, School of Public Health and Tropical Medicine, Tulane University, New Orleans, LA, United States
- Vector-Borne and Infectious Disease Research Center, Tulane University, New Orleans, LA, United States
| | - Dmitriy V. Volokhov
- Center for Biologics Evaluation and Research, U.S. Food and Drug Administration, Silver Spring, MD, United States
| | - Claudia Herrera
- Department of Tropical Medicine, School of Public Health and Tropical Medicine, Tulane University, New Orleans, LA, United States
- Vector-Borne and Infectious Disease Research Center, Tulane University, New Orleans, LA, United States
| | - Guang-Sheng Lei
- Department of Pathology and Laboratory Medicine, School of Medicine, Indiana University, Indianapolis, IN, United States
| | - Ryan F. Relich
- Department of Pathology and Laboratory Medicine, School of Medicine, Indiana University, Indianapolis, IN, United States
| | - Michael G. Janech
- Hollings Marine Laboratory, Charleston, SC, United States
- Department of Biology, College of Charleston, Charleston, SC, United States
| | - Alison M. Bland
- Hollings Marine Laboratory, Charleston, SC, United States
- Department of Biology, College of Charleston, Charleston, SC, United States
| | - Nancy B. Simmons
- Department of Mammalogy, Division of Vertebrate Zoology, American Museum of Natural History, New York, NY, United States
| | - Daniel J. Becker
- School of Biological Sciences, University of Oklahoma, Norman, OK, United States
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Feng C, Li Y, Tai Y, Zhang W, Wang H, Lian S, Jin-Si-Han EEMBK, Liu Y, Li X, Chen Q, He M, Lu Z. A neutrophil extracellular traps-related classification predicts prognosis and response to immunotherapy in colon cancer. Sci Rep 2023; 13:19297. [PMID: 37935721 PMCID: PMC10630512 DOI: 10.1038/s41598-023-45558-6] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2023] [Accepted: 10/20/2023] [Indexed: 11/09/2023] Open
Abstract
Neutrophil extracellular traps (NETs) have been categorized as a form of inflammatory cell death mode of neutrophils (NETosis) involved in natural immunity and the regulation of adaptive immunity. More and more studies revealed the ability of NETs to reshape the tumor immune microenvironment (TIME) by limiting antitumor effector cells, which may impair the efficacy of immunotherapy. To explore whether NETs-related genes make vital impacts on Colon carcinoma (COAD), we have carried out a systematic analysis and showed several findings in the present work. First, we obtained the patient's data from The Cancer Genome Atlas (TCGA) and Gene Expression Omnibus (GEO) dataset, aiming to detect two NETs-associated subtypes by consensus clustering. For the purpose of annotating the roles of NETs-related pathways, gene ontology enrichment analyses were adopted. Next, we constructed a 6 novel NETs-related genes score using the Least Absolute Shrinkage and Selection Operator (LASSO) Cox regression model. We found that the NETs risk score was notably upregulated in COAD patient samples, and its levels were notably correlated with tumor clinicopathological and immune traits. Then, according to NETs-associated molecular subtypes and the risk signature, this study compared immune cell infiltration calculated through the estimate, CIBERSORT, TIMER, ssGSEA algorithms, tumor immune dysfunction, as well as exclusion (TIDE). Furthermore, we confirm that MPO(myeloperoxidase) was significantly upregulated in COAD patient samples, and its levels were significantly linked to tumor malignancy and clinic outcome. Moreover, multiplex immunohistochemistry (mIHC) spatial analysis confirmed that MPO was closely related to Treg and PD-1 + Treg in spatial location which suggested MPO may paly an important role in TIME formation. Altogether, the obtained results indicated that a six NETs-related genes prognostic signature was conducive to estimating the prognosis and response of chemo-/immuno-therapy of COAD patients.
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Affiliation(s)
- Cheng Feng
- Department of Colorectal Surgery, Sun Yat-sen University Cancer Center, Sun Yat-sen University, Guangzhou, 510515, Guangdong, China
| | - Yuan Li
- Department of Colorectal Surgery, Sun Yat-sen University Cancer Center, Sun Yat-sen University, Guangzhou, 510515, Guangdong, China
| | - Yi Tai
- Department of Musculoskeletal Oncology, Sun Yat-Senen University Cancer Center, Guangzhou, 510515, Guangdong, China
| | - Weili Zhang
- Department of Colorectal Surgery, Sun Yat-sen University Cancer Center, Sun Yat-sen University, Guangzhou, 510515, Guangdong, China
| | - Hao Wang
- Department of Colorectal Surgery, Sun Yat-sen University Cancer Center, Sun Yat-sen University, Guangzhou, 510515, Guangdong, China
| | - Shaopu Lian
- Department of Colorectal Surgery, Sun Yat-sen University Cancer Center, Sun Yat-sen University, Guangzhou, 510515, Guangdong, China
| | - E-Er-Man-Bie-Ke Jin-Si-Han
- Department of Colorectal Surgery, Sun Yat-sen University Cancer Center, Sun Yat-sen University, Guangzhou, 510515, Guangdong, China
| | - Yuanyuan Liu
- Department of Radiation Oncology, The First Hospital of Hunan University of Chinese Medicine, Changsha, 410021, Hunan, China
| | - Xinghui Li
- Department of Cardiology General Hospital of Xinjiang Military Command, No. 359 Youhao North Road, Saybak District, Urumqi, 830001, Xinjiang, China
| | - Qifeng Chen
- Department of Minimally Invasive Interventional Therapy, Liver Cancer Study and Service Group, Sun Yat-Sen University Cancer Center, Guangzhou, 510515, Guangdong, China.
| | - Meng He
- Department of Radiation Oncology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital and Shenzhen Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Shenzhen, 518116, Guangdong, China.
| | - Zhenhai Lu
- Department of Colorectal Surgery, Sun Yat-sen University Cancer Center, Sun Yat-sen University, Guangzhou, 510515, Guangdong, China.
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Lee HK, Jung NH, Lee DE, Lee H, Yang J, Kim YS, Han SS, Han N, Kim IW, Oh JM. Discovery of Biomarkers Related to Interstitial Fibrosis and Tubular Atrophy among Kidney Transplant Recipients by mRNA-Sequencing. J Pers Med 2023; 13:1242. [PMID: 37623492 PMCID: PMC10455123 DOI: 10.3390/jpm13081242] [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: 06/16/2023] [Revised: 07/28/2023] [Accepted: 08/08/2023] [Indexed: 08/26/2023] Open
Abstract
Interstitial fibrosis and tubular atrophy (IF/TA) after kidney transplantation causes a chronic deterioration of graft function. IF/TA can be diagnosed by means of a graft biopsy, which is a necessity as non-invasive diagnostic methods are unavailable. In this study, we identified IF/TA-related differentially expressed genes (DEGs) through next-generation sequencing using peripheral blood mononuclear cells. Blood samples from kidney transplant recipients undergoing standard immunosuppressive therapy (tacrolimus/mycophenolate mofetil or mycophenolate sodium/steroid) and diagnosed as IF/TA (n = 41) or normal (controls; n = 41) at their one-year protocol biopsy were recruited between January of 2020 and August of 2020. DEGs were derived through mRNA sequencing and validated by means of a quantitative real-time polymerase chain reaction. We identified 34 DEGs related to IF/TA. ADAMTS2, PLIN5, CLDN9, and KCNJ15 demonstrated a log2(fold change) of >1.5 and an area under the receiver operating characteristic curve (AUC) value of >0.6, with ADAMTS2 showing the largest AUC value and expression levels, which were 3.5-fold higher in the IF/TA group relative to that observed in the control group. We identified and validated DEGs related to IF/TA progression at one-year post-transplantation. Specifically, we identified ADAMTS2 as a potential IF/TA biomarker.
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Affiliation(s)
- Hyun Kyung Lee
- College of Pharmacy and Research Institute of Pharmaceutical Sciences, Seoul National University, Seoul 08826, Republic of Korea; (H.K.L.)
| | - Na Hyun Jung
- College of Pharmacy and Research Institute of Pharmaceutical Sciences, Seoul National University, Seoul 08826, Republic of Korea; (H.K.L.)
| | - Da Eun Lee
- College of Pharmacy and Research Institute of Pharmaceutical Sciences, Seoul National University, Seoul 08826, Republic of Korea; (H.K.L.)
| | - Hajeong Lee
- Division of Nephrology, Department of Internal Medicine, Seoul National University Hospital, Seoul 03080, Republic of Korea (Y.S.K.)
- Internal Medicine, Seoul National University College of Medicine, Seoul 03080, Republic of Korea
| | - Jaeseok Yang
- Transplantation Center, Seoul National University Hospital, Seoul 03080, Republic of Korea
- Division of Nephrology, Department of Internal Medicine, Yonsei University College of Medicine, Seoul 03722, Republic of Korea
| | - Yon Su Kim
- Division of Nephrology, Department of Internal Medicine, Seoul National University Hospital, Seoul 03080, Republic of Korea (Y.S.K.)
- Internal Medicine, Seoul National University College of Medicine, Seoul 03080, Republic of Korea
| | - Seung Seok Han
- Division of Nephrology, Department of Internal Medicine, Seoul National University Hospital, Seoul 03080, Republic of Korea (Y.S.K.)
- Internal Medicine, Seoul National University College of Medicine, Seoul 03080, Republic of Korea
| | - Nayoung Han
- College of Pharmacy and Research Institute of Pharmaceutical Sciences, Seoul National University, Seoul 08826, Republic of Korea; (H.K.L.)
- College of Pharmacy, Jeju National University, Jeju 63243, Republic of Korea
| | - In-Wha Kim
- College of Pharmacy and Research Institute of Pharmaceutical Sciences, Seoul National University, Seoul 08826, Republic of Korea; (H.K.L.)
| | - Jung Mi Oh
- College of Pharmacy and Research Institute of Pharmaceutical Sciences, Seoul National University, Seoul 08826, Republic of Korea; (H.K.L.)
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Li R, Jiang X, Wang P, Liu X. Prognostic value of neutrophil extracellular trap signature in clear cell renal cell carcinoma. Front Oncol 2023; 13:1205713. [PMID: 37519809 PMCID: PMC10374836 DOI: 10.3389/fonc.2023.1205713] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2023] [Accepted: 06/27/2023] [Indexed: 08/01/2023] Open
Abstract
Introduction Clear cell renal cell carcinoma (ccRCC) is the most prevalent type of urological carcinoma. Although targeted therapy and immunotherapy are usually employed, they often result in primary and acquired resistance. There is currently a lack of dependable biomarkers that can accurately anticipate the prognosis of ccRCC. Recent research has indicated the critical role of neutrophil extracellular traps (NETs) in the development, metastasis, and immune evasion of cancer. The aim of this study was to explore the value of NETs in the development and prognosis of ccRCC. Methods Clinical features and genetic expression information of ccRCC patients were acquired from The Cancer Genome Atlas (TCGA), International Cancer Genome Consortium (ICGC) and E-MTAB-1980 database. NETs-related gene set were obtained from previous studies. A NETs-related gene signature was constructed based on TCGA data and validated using ICGC and E-MTAB-1980 databases. Furthermore, the immune microenvironment and responsiveness to anticancer medications in ccRCC patients with varying levels of NETs risks were investigated. Results A total of 31 NET-related genes were differently expressed between normal kidney and ccRCC tissues. 17 out of 31 were significantly associated with overall survival. After LASSO Cox regression analysis, nine NETs-related genes were enrolled to construct the NETs prognosis signature, and all the ccRCC patients from TCGA were divided into low and high risk group. This signature demonstrated excellent performance in predicting the overall survival of TCGA patients as well as the validation ICGC and E-MTAB-1980 patients. Additionally, the NETs signature was significantly correlated with immune infiltration and drug sensitivity. Conclusions The NETs signature established by the current study has prognostic significance in ccRCC, and may serve as a useful biomarker for patient stratification and treatment decisions. Further validation and clinical studies are required to fully translate these findings into clinical practice.
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Affiliation(s)
- Rong Li
- Phase I Clinical Trial Center, Qilu Hospital of Shandong University, Jinan, China
| | - Xuewen Jiang
- Department of Urology, Qilu Hospital of Shandong University, Jinan, China
| | - Pin Wang
- National Health Commission (NHC) Key Laboratory of Otorhinolaryngology, Department of Otorhinolaryngology, Qilu Hospital of Shandong University, Shandong University, Jinan, Shandong, China
| | - Xiaoyan Liu
- Phase I Clinical Trial Center, Qilu Hospital of Shandong University, Jinan, China
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Transcriptomic Analysis of the Effects of Chemokine Receptor CXCR3 Deficiency on Immune Responses in the Mouse Brain during Toxoplasma gondii Infection. Microorganisms 2021; 9:microorganisms9112340. [PMID: 34835465 PMCID: PMC8620038 DOI: 10.3390/microorganisms9112340] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2021] [Accepted: 11/06/2021] [Indexed: 11/16/2022] Open
Abstract
The obligate intracellular parasite Toxoplasma gondii infects warm-blooded animals, including humans. We previously revealed through a whole-brain transcriptome analysis that infection with T. gondii in mice causes immune response-associated genes to be upregulated, for instance, chemokines and chemokine receptors such as CXC chemokine receptor 3 (CXCR3) and its ligand CXC chemokine ligand 10 (CXCL10). Here, we describe the effect of CXCR3 on responses against T. gondii infection in the mouse brain. In vivo assays using CXCR3-deficient mice showed that the absence of CXCR3 delayed the normal recovery of body weight and increased the brain parasite burden, suggesting that CXCR3 plays a role in the control of pathology in the brain, the site where chronic infection occurs. Therefore, to further analyze the function of CXCR3 in the brain, we profiled the gene expression patterns of primary astrocytes and microglia by RNA sequencing and subsequent analyses. CXCR3 deficiency impaired the normal upregulation of immune-related genes during T. gondii infection, in astrocytes and microglia alike. Collectively, our results suggest that the immune-related genes upregulated by CXCR3 perform a particular role in controlling pathology when the host is chronically infected with T. gondii in the brain.
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Profiles of overall survival-related gene expression-based risk signature and their prognostic implications in clear cell renal cell carcinoma. Biosci Rep 2020; 40:226068. [PMID: 32789468 PMCID: PMC7494988 DOI: 10.1042/bsr20200492] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2020] [Revised: 08/05/2020] [Accepted: 08/06/2020] [Indexed: 12/17/2022] Open
Abstract
The present work aimed to evaluate the prognostic value of overall survival (OS)-related genes in clear cell renal cell carcinoma (ccRCC) and to develop a nomogram for clinical use. Transcriptome data from The Cancer Genome Atlas (TCGA) were collected to screen differentially expressed genes (DEGs) between ccRCC patients with OS > 5 years (149 patients) and those with <1 year (52 patients). In TCGA training set (265 patients), seven DEGs (cytochrome P450 family 3 subfamily A member 7 (CYP3A7), contactin-associated protein family member 5 (CNTNAP5), adenylate cyclase 2 (ADCY2), TOX high mobility group box family member 3 (TOX3), plasminogen (PLG), enamelin (ENAM), and collagen type VII α 1 chain (COL7A1)) were further selected to build a prognostic risk signature by the least absolute shrinkage and selection operator (LASSO) Cox regression model. Survival analysis confirmed that the OS in the high-risk group was dramatically shorter than their low-risk counterparts. Next, univariate and multivariate Cox regression revealed the seven genes-based risk score, age, and Tumor, lymph Node, and Metastasis staging system (TNM) stage were independent prognostic factors to OS, based on which a novel nomogram was constructed and validated in both TCGA validation set (265 patients) and the International Cancer Genome Consortium cohort (ICGC, 84 patients). A decent predictive performance of the nomogram was observed, the C-indices and corresponding 95% confidence intervals of TCGA training set, validation set, and ICGC cohort were 0.78 (0.74–0.82), 0.75 (0.70–0.80), and 0.70 (0.60–0.80), respectively. Moreover, the calibration plots of 3- and 5 years survival probability indicated favorable curve-fitting performance in the above three groups. In conclusion, the proposed seven genes signature-based nomogram is a promising and robust tool for predicting the OS of ccRCC, which may help tailor individualized therapeutic strategies.
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Deciphering Immune-Associated Genes to Predict Survival in Clear Cell Renal Cell Cancer. BIOMED RESEARCH INTERNATIONAL 2019; 2019:2506843. [PMID: 31886185 PMCID: PMC6925759 DOI: 10.1155/2019/2506843] [Citation(s) in RCA: 41] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/05/2019] [Revised: 10/11/2019] [Accepted: 10/17/2019] [Indexed: 12/27/2022]
Abstract
Background To elucidate the correlations between tumor microenvironment and clinical characteristics as well as prognosis in clear cell renal cell cancer (ccRCC) and investigate the immune-associated genes by a comprehensive analysis of The Cancer Genome Atlas (TCGA) database. Methods We collected mRNA expression profiles of 537 ccRCC samples from the TCGA database. Immune scores and stromal scores were calculated by applying the ESTIMATE algorithm. We evaluated the correlation between immune/stromal scores and clinical characteristics as well as prognosis. The differentially expressed genes (DEGs) were screened between high immune/stromal score and low immune/stromal score groups by the cutoff of |log (fold change)| > 1, P value <0.05 by using package "limma" in R. Functional enrichment analysis was performed by DAVID, and the protein-protein interaction network of intersected DEGs between stromal score and immune score groups was conducted using the STRING database. The Kaplan-Meier method was used to explore DEGs with predictive values in overall survival, and the prognostic DEGs were further validated in a Gene Expression Omnibus (GEO) dataset GSE29609. Results A higher immune score was associated with T3/4 (vs. T1/2, P < 0.001), N1 (vs. N0, P=0.05), M1 (vs. M0, P=0.004), G3/4 (vs. G1/2, P < 0.001), advanced AJCC stage (P < 0.001), and shorter overall survival (P=0.04). Intersected DEGs between immune and stromal score groups were 48 upregulated and 47 downregulated genes, with 43 DEGs associated with overall survival in ccRCC. After validation by a cohort of 39 ccRCC cases with detailed follow-up information from GSE29609, six immune-associated DEGs including CASP5, HSD11B1, VSIG4, HMGCS2, HSD11B2, and OGDHL were demonstrated to be predictive of prognosis in ccRCC. Conclusions Our study elucidated tight associations between immune score and clinical characteristics as well as prognosis in ccRCC. Moreover, six DEGs were explored and validated to exert predictive values in overall survival of ccRCC.
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Zhang C, Huang D, Liu A, Xu Y, Na R, Xu D. Genome‐wide screening and cohorts validation identifying novel lncRNAs as prognostic biomarkers for clear cell renal cell carcinoma. J Cell Biochem 2019; 121:2559-2570. [PMID: 31646670 DOI: 10.1002/jcb.29478] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2019] [Accepted: 10/10/2019] [Indexed: 12/13/2022]
Affiliation(s)
- Chuanjie Zhang
- Department of Urology, Ruijin Hospital Shanghai Jiao Tong University School of Medicine Shanghai China
| | - Da Huang
- Department of Urology, Ruijin Hospital Shanghai Jiao Tong University School of Medicine Shanghai China
| | - Ao Liu
- Department of Urology, Ruijin Hospital Shanghai Jiao Tong University School of Medicine Shanghai China
| | - Yang Xu
- Department of Urology, Ruijin Hospital Shanghai Jiao Tong University School of Medicine Shanghai China
| | - Rong Na
- Department of Urology, Ruijin Hospital Shanghai Jiao Tong University School of Medicine Shanghai China
| | - Danfeng Xu
- Department of Urology, Ruijin Hospital Shanghai Jiao Tong University School of Medicine Shanghai China
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