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Mendapara K. Development and evaluation of a chronic kidney disease risk prediction model using random forest. Front Genet 2024; 15:1409755. [PMID: 38993480 PMCID: PMC11236722 DOI: 10.3389/fgene.2024.1409755] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2024] [Accepted: 05/29/2024] [Indexed: 07/13/2024] Open
Abstract
This research aims to advance the detection of Chronic Kidney Disease (CKD) through a novel gene-based predictive model, leveraging recent breakthroughs in gene sequencing. We sourced and merged gene expression profiles of CKD-affected renal tissues from the Gene Expression Omnibus (GEO) database, classifying them into two sets for training and validation in a 7:3 ratio. The training set included 141 CKD and 33 non-CKD specimens, while the validation set had 60 and 14, respectively. The disease risk prediction model was constructed using the training dataset, while the validation dataset confirmed the model's identification capabilities. The development of our predictive model began with evaluating differentially expressed genes (DEGs) between the two groups. We isolated six genes using Lasso and random forest (RF) methods-DUSP1, GADD45B, IFI44L, IFI30, ATF3, and LYZ-which are critical in differentiating CKD from non-CKD tissues. We refined our random forest (RF) model through 10-fold cross-validation, repeated five times, to optimize the mtry parameter. The performance of our model was robust, with an average AUC of 0.979 across the folds, translating to a 91.18% accuracy. Validation tests further confirmed its efficacy, with a 94.59% accuracy and an AUC of 0.990. External validation using dataset GSE180394 yielded an AUC of 0.913, 89.83% accuracy, and a sensitivity rate of 0.889, underscoring the model's reliability. In summary, the study identified critical genetic biomarkers and successfully developed a novel disease risk prediction model for CKD. This model can serve as a valuable tool for CKD disease risk assessment and contribute significantly to CKD identification.
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Affiliation(s)
- Krish Mendapara
- Faculty of Health Sciences, Queen's University, Kingston, ON, Canada
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Cao L, Li Q. Revealing Potential Spinal Cord Injury Biomarkers and Immune Cell Infiltration Characteristics in Mice. Front Genet 2022; 13:883810. [PMID: 35706450 PMCID: PMC9189360 DOI: 10.3389/fgene.2022.883810] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2022] [Accepted: 04/29/2022] [Indexed: 08/04/2023] Open
Abstract
Spinal cord injury (SCI) is a disabling condition with significant morbidity and mortality. Currently, no effective SCI treatment exists. This study aimed to identify potential biomarkers and characterize the properties of immune cell infiltration during this pathological event. To eliminate batch effects, we concurrently analyzed two mouse SCI datasets (GSE5296, GSE47681) from the GEO database. First, we identified differentially expressed genes (DEGs) using linear models for microarray data (LIMMA) and performed functional enrichment studies on those DEGs. Next, we employed bioinformatics and machine-learning methods to identify and define the characteristic genes of SCI. Finally, we validated them using immunofluorescence and qRT-PCR. Additionally, this study assessed the inflammatory status of SCI by identifying cell types using CIBERSORT. Furthermore, we investigated the link between key markers and infiltrating immune cells. In total, we identified 561 robust DEGs. We identified Rab20 and Klf6 as SCI-specific biomarkers and demonstrated their significance using qRT-PCR in the mouse model. According to the examination of immune cell infiltration, M0, M1, and M2 macrophages, along with naive CD8, dendritic cell-activated, and CD4 Follicular T cells may have a role in the progression of SCI. Therefore, Rab20 and Klf6 could be accessible targets for diagnosing and treating SCI. Moreover, as previously stated, immune cell infiltration may significantly impact the development and progression of SCI.
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Affiliation(s)
- Liang Cao
- Department of Traumatic Orthopedics, The Second Affiliated Hospital, University of South China, Hengyang, China
- School of Clinical Medicine, Guizhou Medical University, Guiyang, China
| | - Qing Li
- Department of Orthopedics Traumatic, The Affiliated Hospital of Guizhou Medical University, Guiyang, China
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Molnar MZ, Nair S, Cseprekal O, Yazawa M, Talwar M, Balaraman V, Podila PSB, Mas V, Maluf D, Helmick RA, Campos L, Nezakatgoo N, Eymard C, Horton P, Verma R, Jenkins AH, Handley CR, Snyder HS, Cummings C, Agbim UA, Maliakkal B, Satapathy SK, Eason JD. Transplantation of kidneys from hepatitis C-infected donors to hepatitis C-negative recipients: Single center experience. Am J Transplant 2019; 19:3046-3057. [PMID: 31306549 DOI: 10.1111/ajt.15530] [Citation(s) in RCA: 101] [Impact Index Per Article: 16.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2019] [Revised: 07/02/2019] [Accepted: 07/05/2019] [Indexed: 01/25/2023]
Abstract
Our aim was to evaluate the safety of transplanting kidneys from HCV-infected donors in HCV-uninfected recipients. Data collected from 53 recipients in a single center, observational study included donor and recipient characteristics, liver and kidney graft function, new infections and de novo donor-specific antibodies and renal histology. Treatment with a direct-acting antiviral regimen was initiated when HCV RNA was detected. The mean ± SD age of recipients was 53 ± 11 years, 34% were female, 19% and 79% of recipients were white and African American, respectively. The median and interquartile range (IQR) time between transplant and treatment initiation was 76 (IQR: 68-88) days. All 53 recipients became viremic (genotype: 1a [N = 34], 1b [N = 1], 2 [N = 3], and 3 [N = 15]). The majority (81%) of recipients did not experience clinically significant increases (>3 times higher than upper limit of the normal value) in aminotransferase levels and their HCV RNA levels were in the 5 to 6 log range. One patient developed fibrosing cholestatic hepatitis with complete resolution. All recipients completed antiviral treatment and 100% were HCV RNA-negative and achieved 12-week sustained virologic response. The estimated GFRs at end of treatment and 12-week posttreatment were 67 ± 21 mL/min/1.73 m2 and 67 ± 17 mL/min/1.73 m2 , respectively. Four recipients developed acute rejection. Kidney transplantation from HCV-infected donors to HCV-negative recipients should be considered in all eligible patients.
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Affiliation(s)
- Miklos Z Molnar
- James D. Eason Transplant Institute, Methodist University Hospital, Memphis, Tennessee.,Division of Transplant Surgery, Department of Surgery, University of Tennessee Health Science Center, Memphis, Tennessee.,Division of Nephrology, Department of Medicine, University of Tennessee Health Science Center, Memphis, Tennessee.,Department of Transplantation and Surgery, Semmelweis University, Budapest, Hungary
| | - Satheesh Nair
- James D. Eason Transplant Institute, Methodist University Hospital, Memphis, Tennessee.,Division of Transplant Surgery, Department of Surgery, University of Tennessee Health Science Center, Memphis, Tennessee
| | - Orsolya Cseprekal
- James D. Eason Transplant Institute, Methodist University Hospital, Memphis, Tennessee.,Division of Transplant Surgery, Department of Surgery, University of Tennessee Health Science Center, Memphis, Tennessee.,Department of Transplantation and Surgery, Semmelweis University, Budapest, Hungary
| | - Masahiko Yazawa
- James D. Eason Transplant Institute, Methodist University Hospital, Memphis, Tennessee.,Division of Transplant Surgery, Department of Surgery, University of Tennessee Health Science Center, Memphis, Tennessee.,Divison of Nephrology and Hypertension, St. Marianna University School of Medicine, Tokyo, Japan
| | - Manish Talwar
- James D. Eason Transplant Institute, Methodist University Hospital, Memphis, Tennessee.,Division of Transplant Surgery, Department of Surgery, University of Tennessee Health Science Center, Memphis, Tennessee
| | - Vasanthi Balaraman
- James D. Eason Transplant Institute, Methodist University Hospital, Memphis, Tennessee.,Division of Transplant Surgery, Department of Surgery, University of Tennessee Health Science Center, Memphis, Tennessee
| | - Pradeep S B Podila
- Faith & Health Division, Methodist Le Bonheur Healthcare, Memphis, Tennessee.,Division of Health Systems Management & Policy, School of Public Health, The University of Memphis, Memphis, Tennessee
| | - Valeria Mas
- James D. Eason Transplant Institute, Methodist University Hospital, Memphis, Tennessee.,Division of Transplant Surgery, Department of Surgery, University of Tennessee Health Science Center, Memphis, Tennessee
| | - Daniel Maluf
- James D. Eason Transplant Institute, Methodist University Hospital, Memphis, Tennessee.,Division of Transplant Surgery, Department of Surgery, University of Tennessee Health Science Center, Memphis, Tennessee
| | - Ryan A Helmick
- James D. Eason Transplant Institute, Methodist University Hospital, Memphis, Tennessee.,Division of Transplant Surgery, Department of Surgery, University of Tennessee Health Science Center, Memphis, Tennessee
| | - Luis Campos
- James D. Eason Transplant Institute, Methodist University Hospital, Memphis, Tennessee.,Division of Transplant Surgery, Department of Surgery, University of Tennessee Health Science Center, Memphis, Tennessee
| | - Nosratollah Nezakatgoo
- James D. Eason Transplant Institute, Methodist University Hospital, Memphis, Tennessee.,Division of Transplant Surgery, Department of Surgery, University of Tennessee Health Science Center, Memphis, Tennessee
| | - Corey Eymard
- James D. Eason Transplant Institute, Methodist University Hospital, Memphis, Tennessee.,Division of Transplant Surgery, Department of Surgery, University of Tennessee Health Science Center, Memphis, Tennessee
| | - Peter Horton
- James D. Eason Transplant Institute, Methodist University Hospital, Memphis, Tennessee.,Division of Transplant Surgery, Department of Surgery, University of Tennessee Health Science Center, Memphis, Tennessee
| | - Rajanshu Verma
- James D. Eason Transplant Institute, Methodist University Hospital, Memphis, Tennessee.,Division of Transplant Surgery, Department of Surgery, University of Tennessee Health Science Center, Memphis, Tennessee
| | - Ann Holbrook Jenkins
- James D. Eason Transplant Institute, Methodist University Hospital, Memphis, Tennessee
| | - Charlotte R Handley
- James D. Eason Transplant Institute, Methodist University Hospital, Memphis, Tennessee
| | - Heather S Snyder
- James D. Eason Transplant Institute, Methodist University Hospital, Memphis, Tennessee
| | - Carolyn Cummings
- James D. Eason Transplant Institute, Methodist University Hospital, Memphis, Tennessee
| | - Uchenna A Agbim
- James D. Eason Transplant Institute, Methodist University Hospital, Memphis, Tennessee.,Division of Transplant Surgery, Department of Surgery, University of Tennessee Health Science Center, Memphis, Tennessee
| | - Benedict Maliakkal
- James D. Eason Transplant Institute, Methodist University Hospital, Memphis, Tennessee.,Division of Transplant Surgery, Department of Surgery, University of Tennessee Health Science Center, Memphis, Tennessee
| | - Sanjaya K Satapathy
- Sandra Atlas Bass Center for Liver Diseases & Transplantation, Zucker School of Medicine at Hofstra, Department of Medicine, Northshore University Hospital/Northwell Health, Manhasset, New York
| | - James D Eason
- James D. Eason Transplant Institute, Methodist University Hospital, Memphis, Tennessee.,Division of Transplant Surgery, Department of Surgery, University of Tennessee Health Science Center, Memphis, Tennessee
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Kariminik A, Yaghobi R, Dabiri S. Innate Immunity and BK Virus: Prospective Strategies. Viral Immunol 2016; 29:74-82. [PMID: 26752693 DOI: 10.1089/vim.2015.0099] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022] Open
Abstract
Recent information demonstrated that BK virus reactivation is a dominant complication after kidney transplantation, which occurs because of immunosuppression. BK virus reactivation is the main reason of transplanted kidney losing. Immune response against BK virus is the major inhibitor of the virus reactivation. Therefore, improving our knowledge regarding the main parameters that fight against BK viruses can shed light on to direct new treatment strategies to suppress BK infection. Innate immunity consists of numerous cell systems and also soluble molecules, which not only suppress virus replication, but also activate adaptive immunity to eradicate the infection. Additionally, it appears that immune responses against reactivated BK virus are the main reasons for induction of BK virus-associated nephropathy (BKAN). Thus, improving our knowledge regarding the parameters and detailed mechanisms of innate immunity and also the status of innate immunity of the patients with BK virus reactivation and its complications can introduce new prospective strategies to either prevent or as therapy of the complication. Therefore, this review was aimed to collate the most recent data regarding the roles played by innate immunity against BK virus and also the status of innate immunity in the patients with reactivation BK virus and BKAN.
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Affiliation(s)
- Ashraf Kariminik
- 1 Shiraz Branch, Department of Microbiology, Islamic Azad University , Shiraz, Iran .,2 Fars Research and Science Branch, Department of Microbiology, Islamic Azad University , Fars, Iran
| | - Ramin Yaghobi
- 3 Shiraz Transplant Research Center, Shiraz University of Medical Sciences , Shiraz, Iran
| | - Shahriar Dabiri
- 4 Pathology and Stem Cell Research Center, Department of Pathology, Afzalipour School of Medicine, Kerman University of Medical Sciences , Kerman, Iran
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Thammasri K, Rauhamäki S, Wang L, Filippou A, Kivovich V, Marjomäki V, Naides SJ, Gilbert L. Human parvovirus B19 induced apoptotic bodies contain altered self-antigens that are phagocytosed by antigen presenting cells. PLoS One 2013; 8:e67179. [PMID: 23776709 PMCID: PMC3680405 DOI: 10.1371/journal.pone.0067179] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2013] [Accepted: 05/15/2013] [Indexed: 12/03/2022] Open
Abstract
Human parvovirus B19 (B19V) from the erythrovirus genus is known to be a pathogenic virus in humans. Prevalence of B19V infection has been reported worldwide in all seasons, with a high incidence in the spring. B19V is responsible for erythema infectiosum (fifth disease) commonly seen in children. Its other clinical presentations include arthralgia, arthritis, transient aplastic crisis, chronic anemia, congenital anemia, and hydrops fetalis. In addition, B19V infection has been reported to trigger autoimmune diseases such as systemic lupus erythematosus and rheumatoid arthritis. However, the mechanisms of B19V participation in autoimmunity are not fully understood. B19V induced chronic disease and persistent infection suggests B19V can serve as a model for viral host interactions and the role of viruses in the pathogenesis of autoimmune diseases. Here we investigate the involvement of B19V in the breakdown of immune tolerance. Previously, we demonstrated that the non-structural protein 1 (NS 1) of B19V induces apoptosis in non-permissive cells lines and that this protein can cleave host DNA as well as form NS1-DNA adducts. Here we provide evidence that through programmed cell death, apoptotic bodies (ApoBods) are generated by B19V NS1 expression in a non-permissive cell line. Characterization of purified ApoBods identified potential self-antigens within them. In particular, signature self-antigens such as Smith, ApoH, DNA, histone H4 and phosphatidylserine associated with autoimmunity were present in these ApoBods. In addition, when purified ApoBods were introduced to differentiated macrophages, recognition, engulfment and uptake occurred. This suggests that B19V can produce a source of self-antigens for immune cell processing. The results support our hypothesis that B19V NS1-DNA adducts, and nucleosomal and lysosomal antigens present in ApoBods created in non-permissive cell lines, are a source of self-antigens.
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Affiliation(s)
- Kanoktip Thammasri
- Department of Biological and Environmental Sciences and Nanoscience Center, University of Jyväskylä, Jyväskylä, Finland
| | - Sanna Rauhamäki
- Department of Biological and Environmental Sciences and Nanoscience Center, University of Jyväskylä, Jyväskylä, Finland
| | - Liping Wang
- Department of Biological and Environmental Sciences and Nanoscience Center, University of Jyväskylä, Jyväskylä, Finland
| | - Artemis Filippou
- Department of Biological and Environmental Sciences and Nanoscience Center, University of Jyväskylä, Jyväskylä, Finland
| | - Violetta Kivovich
- Pennsylvania State College of Medicine/Milton S. Hershey Medical Center, Hershey, Pennsylvania, United States of America
| | - Varpu Marjomäki
- Department of Biological and Environmental Sciences and Nanoscience Center, University of Jyväskylä, Jyväskylä, Finland
| | - Stanley J. Naides
- Quest Diagnostics Nichols Institute, San Juan Capistrano, California, United States of America
| | - Leona Gilbert
- Department of Biological and Environmental Sciences and Nanoscience Center, University of Jyväskylä, Jyväskylä, Finland
- * E-mail:
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