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Xiao J, Zhou F, Zhao Z, Cao F, Xiao H, Zhang L, Chen H, Wang K, Zhang A. PDCD5 as a Potential Biomarker for Improved Prediction of the Incidence and Remission for Patients with Rheumatoid Arthritis. Rheumatol Ther 2023; 10:1369-1383. [PMID: 37528307 PMCID: PMC10468452 DOI: 10.1007/s40744-023-00587-5] [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: 05/14/2023] [Accepted: 07/20/2023] [Indexed: 08/03/2023] Open
Abstract
INTRODUCTION Rheumatoid arthritis (RA) often involves an altered T-cell subpopulation, higher levels of inflammatory cytokines, and auto-antibodies. This study investigated whether PDCD5 could be a biomarker to predict the incidence and remission of RA so as to guide the therapeutic management of clinical RA. METHODS One hundred fifty-two patients (41 being in both active status and stable remission status) who were newly diagnosed with RA and 38 healthy controls were enrolled. Basic clinical data were collected before using blood samples remaining in the clinic after routine complete blood count. The ability of PDCD5 and important indicators to predict the remission of RA was estimated based on receiver operating characteristic curve (ROC) analysis. RESULTS PDCD5 expression was found to be significantly increased in RA patients in active status in comparison with healthy controls or those in stable remission status. Compared with anti-CCP, ESR and DAS28 score, PDCD5 was of better predictive value with an AUC of 0.846 (95% CI 0.780-0.912) for RA remission. The incidence risk of RA increased with higher levels of PDCD5 (OR = 1.73, 95% CI = 1.45-1.98, P = 0.005) in multiple logistic regression analysis, with the risk increasing by 2.94-times for high-risk group in comparison with low-risk group (OR = 2.94, 95% CI = 2.35-4.62, P < 0.001). The association between PDCD5 and RA remission showed a similar result. For correlation analysis, significant associations were eventually found between PDCD5 and indicated genes (FOXP3, TNF-α, IL-17A, IFN-γ and IL-6) as well as several important clinical parameters including IgG, RF, CRP, ESR, anti-CCP and DAS28 score. CONCLUSIONS This study suggested that increased PDCD5 expression was significantly linked to the incidence and remission of RA. PDCD5 may be used as a novel biomarker for the prediction of RA incidence and remission, especially due to its potential involvement in the development of the condition.
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Affiliation(s)
- Juan Xiao
- Institute of Neuroscience and Brain Diseases, Xiangyang Central Hospital, Affiliated Hospital of Hubei University of Arts and Science, Xiangyang, Hubei, China
- Medical College, Hubei University of Arts and Science, 296 Longzhong Road, Xiangyang, 441053, Hubei, China
| | - Fengqiao Zhou
- Institute of Neuroscience and Brain Diseases, Xiangyang Central Hospital, Affiliated Hospital of Hubei University of Arts and Science, Xiangyang, Hubei, China
- Medical College, Hubei University of Arts and Science, 296 Longzhong Road, Xiangyang, 441053, Hubei, China
| | - Zhenwang Zhao
- Institute of Neuroscience and Brain Diseases, Xiangyang Central Hospital, Affiliated Hospital of Hubei University of Arts and Science, Xiangyang, Hubei, China
- Medical College, Hubei University of Arts and Science, 296 Longzhong Road, Xiangyang, 441053, Hubei, China
| | - Fengsheng Cao
- Institute of Neuroscience and Brain Diseases, Xiangyang Central Hospital, Affiliated Hospital of Hubei University of Arts and Science, Xiangyang, Hubei, China
- Medical College, Hubei University of Arts and Science, 296 Longzhong Road, Xiangyang, 441053, Hubei, China
| | - Hong Xiao
- Institute of Neuroscience and Brain Diseases, Xiangyang Central Hospital, Affiliated Hospital of Hubei University of Arts and Science, Xiangyang, Hubei, China
- Medical College, Hubei University of Arts and Science, 296 Longzhong Road, Xiangyang, 441053, Hubei, China
| | - Lu Zhang
- Institute of Neuroscience and Brain Diseases, Xiangyang Central Hospital, Affiliated Hospital of Hubei University of Arts and Science, Xiangyang, Hubei, China
- Medical College, Hubei University of Arts and Science, 296 Longzhong Road, Xiangyang, 441053, Hubei, China
| | - Huabo Chen
- Institute of Neuroscience and Brain Diseases, Xiangyang Central Hospital, Affiliated Hospital of Hubei University of Arts and Science, Xiangyang, Hubei, China
- Medical College, Hubei University of Arts and Science, 296 Longzhong Road, Xiangyang, 441053, Hubei, China
| | - Ke Wang
- Institute of Neuroscience and Brain Diseases, Xiangyang Central Hospital, Affiliated Hospital of Hubei University of Arts and Science, Xiangyang, Hubei, China.
- Medical College, Hubei University of Arts and Science, 296 Longzhong Road, Xiangyang, 441053, Hubei, China.
| | - Anbing Zhang
- Department of Rheumatology, Xiangyang Central Hospital, Affiliated Hospital of Hubei University of Arts and Science, 136 Jinzhou Street, Xiangyang, 441021, Hubei, China.
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Judge M, Parker E, Naniche D, Le Souëf P. Gene Expression: the Key to Understanding HIV-1 Infection? Microbiol Mol Biol Rev 2020; 84:e00080-19. [PMID: 32404327 PMCID: PMC7233484 DOI: 10.1128/mmbr.00080-19] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022] Open
Abstract
Gene expression profiling of the host response to HIV infection has promised to fill the gaps in our knowledge and provide new insights toward vaccine and cure. However, despite 20 years of research, the biggest questions remained unanswered. A literature review identified 62 studies examining gene expression dysregulation in samples from individuals living with HIV. Changes in gene expression were dependent on cell/tissue type, stage of infection, viremia, and treatment status. Some cell types, notably CD4+ T cells, exhibit upregulation of cell cycle, interferon-related, and apoptosis genes consistent with depletion. Others, including CD8+ T cells and natural killer cells, exhibit perturbed function in the absence of direct infection with HIV. Dysregulation is greatest during acute infection. Differences in study design and data reporting limit comparability of existing research and do not as yet provide a coherent overview of gene expression in HIV. This review outlines the extraordinarily complex host response to HIV and offers recommendations to realize the full potential of HIV host transcriptomics.
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Affiliation(s)
- Melinda Judge
- Faculty of Health and Medical Sciences, University of Western Australia, Perth, Australia
| | - Erica Parker
- Faculty of Health and Medical Sciences, University of Western Australia, Perth, Australia
| | - Denise Naniche
- Barcelona Institute for Global Health (ISGlobal), Barcelona, Spain
- Centro de Investigação de Saúde de Manhiça (CISM), Manhiça, Mozambique
| | - Peter Le Souëf
- Faculty of Health and Medical Sciences, University of Western Australia, Perth, Australia
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Perga S, Martire S, Montarolo F, Giordani I, Spadaro M, Bono G, Corvisieri S, Messuti I, Panzica G, Orlandi F, Bertolotto A. The Footprints of Poly-Autoimmunity: Evidence for Common Biological Factors Involved in Multiple Sclerosis and Hashimoto's Thyroiditis. Front Immunol 2018. [PMID: 29527211 PMCID: PMC5829620 DOI: 10.3389/fimmu.2018.00311] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/03/2023] Open
Abstract
Autoimmune diseases are a diverse group of chronic disorders and affect a multitude of organs and systems. However, the existence of common pathophysiological mechanisms is hypothesized and reports of shared risk are emerging as well. In this regard, patients with multiple sclerosis (MS) have been shown to have an increased susceptibility to develop chronic autoimmune thyroid diseases, in particular Hashimoto's thyroiditis (HT), suggesting an autoimmune predisposition. However, studies comparing such different pathologies of autoimmune origin are still missing till date. In the present study, we sought to investigate mechanisms which may lead to the frequent coexistence of MS and HT by analyzing several factors related to the pathogenesis of MS and HT in patients affected by one or both diseases, as well as in healthy donors. In particular, we analyzed peripheral blood mononuclear cell gene-expression levels of common candidate genes such as TNFAIP3, NR4A family, BACH2, FOXP3, and PDCD5, in addition to the regulatory T cell (Treg) percentage and the 25-hydroxy vitamin D serum levels. Our findings support the plausibility of the existence of common deregulated mechanisms shared by MS and HT, such as BACH2/PDCD5-FOXP3 pathways and Tregs. Although the biological implications of these data need to be further investigated, we have highlighted the relevance of studies comparing different autoimmune pathologies for the understanding of the core concepts of autoimmunity.
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Affiliation(s)
- Simona Perga
- Neuroscience Institute Cavalieri Ottolenghi (NICO), Orbassano, Turin, Italy.,Regional Reference Centre for Multiple Sclerosis (CReSM), University Hospital S. Luigi Gonzaga, Orbassano, Turin, Italy.,Department of Neuroscience Rita Levi Montalcini, University of Turin, Turin, Italy
| | - Serena Martire
- Neuroscience Institute Cavalieri Ottolenghi (NICO), Orbassano, Turin, Italy.,Regional Reference Centre for Multiple Sclerosis (CReSM), University Hospital S. Luigi Gonzaga, Orbassano, Turin, Italy
| | - Francesca Montarolo
- Neuroscience Institute Cavalieri Ottolenghi (NICO), Orbassano, Turin, Italy.,Regional Reference Centre for Multiple Sclerosis (CReSM), University Hospital S. Luigi Gonzaga, Orbassano, Turin, Italy.,Department of Neuroscience Rita Levi Montalcini, University of Turin, Turin, Italy
| | - Ilaria Giordani
- SCDU Endocrinology and Metabolism, Humanitas Gradenigo Hospital, Department of Oncology, University of Turin, Turin, Italy
| | - Michela Spadaro
- Neuroscience Institute Cavalieri Ottolenghi (NICO), Orbassano, Turin, Italy.,Regional Reference Centre for Multiple Sclerosis (CReSM), University Hospital S. Luigi Gonzaga, Orbassano, Turin, Italy
| | - Gabriele Bono
- Neuroscience Institute Cavalieri Ottolenghi (NICO), Orbassano, Turin, Italy.,Regional Reference Centre for Multiple Sclerosis (CReSM), University Hospital S. Luigi Gonzaga, Orbassano, Turin, Italy
| | - Stefania Corvisieri
- SCDU Endocrinology and Metabolism, Humanitas Gradenigo Hospital, Department of Oncology, University of Turin, Turin, Italy
| | - Ilaria Messuti
- SCDU Endocrinology and Metabolism, Humanitas Gradenigo Hospital, Department of Oncology, University of Turin, Turin, Italy
| | - Giancarlo Panzica
- Neuroscience Institute Cavalieri Ottolenghi (NICO), Orbassano, Turin, Italy.,Department of Neuroscience Rita Levi Montalcini, University of Turin, Turin, Italy
| | - Fabio Orlandi
- SCDU Endocrinology and Metabolism, Humanitas Gradenigo Hospital, Department of Oncology, University of Turin, Turin, Italy
| | - Antonio Bertolotto
- Neuroscience Institute Cavalieri Ottolenghi (NICO), Orbassano, Turin, Italy.,Regional Reference Centre for Multiple Sclerosis (CReSM), University Hospital S. Luigi Gonzaga, Orbassano, Turin, Italy
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Li G, Ma D, Chen Y. Cellular functions of programmed cell death 5. BIOCHIMICA ET BIOPHYSICA ACTA-MOLECULAR CELL RESEARCH 2016; 1863:572-80. [PMID: 26775586 DOI: 10.1016/j.bbamcr.2015.12.021] [Citation(s) in RCA: 31] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/26/2015] [Revised: 12/24/2015] [Accepted: 12/29/2015] [Indexed: 01/01/2023]
Abstract
Programmed cell death 5 (PDCD5) was originally identified as an apoptosis-accelerating protein that is widely expressed and has been well conserved during the process of evolution. PDCD5 has complex biological functions, including programmed cell death and immune regulation. It can accelerate apoptosis in different type of cells in response to different stimuli. During this process, PDCD5 rapidly translocates from the cytoplasm to the nucleus. PDCD5 regulates the activities of TIP60, HDAC3, MDM2 and TP53 transcription factors. These proteins form part of a signaling network that is disrupted in most, if not all, cancer cells. Recent evidence suggests that PDCD5 participates in immune regulation by promoting regulatory T cell function via the PDCD5-TIP60-FOXP3 pathway. The stability and expression of PDCD5 are finely regulated by other molecules, such as NF-κB p65, OTUD5, YAF2 and DNAJB1. PDCD5 is phosphorylated by CK2 at Ser119, which is required for nuclear translocation in response to genotoxic stress. In this review, we describe what is known about PDCD5 and its cellular functions.
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Affiliation(s)
- Ge Li
- Department of Immunology, Peking University School of Basic Medical Sciences, 38 Xueyuan Road, Beijing 100191, China; Center for Human Disease Genomics, Peking University, 38 Xueyuan Road, Beijing 100191, China
| | - Dalong Ma
- Department of Immunology, Peking University School of Basic Medical Sciences, 38 Xueyuan Road, Beijing 100191, China; Center for Human Disease Genomics, Peking University, 38 Xueyuan Road, Beijing 100191, China
| | - Yingyu Chen
- Department of Immunology, Peking University School of Basic Medical Sciences, 38 Xueyuan Road, Beijing 100191, China; Center for Human Disease Genomics, Peking University, 38 Xueyuan Road, Beijing 100191, China.
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5
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Ross CT, Roodgar M, Smith DG. Evolutionary distance of amino acid sequence orthologs across macaque subspecies: identifying candidate genes for SIV resistance in Chinese rhesus macaques. PLoS One 2015; 10:e0123624. [PMID: 25884674 PMCID: PMC4401517 DOI: 10.1371/journal.pone.0123624] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2014] [Accepted: 02/20/2015] [Indexed: 11/18/2022] Open
Abstract
We use the Reciprocal Smallest Distance (RSD) algorithm to identify amino acid sequence orthologs in the Chinese and Indian rhesus macaque draft sequences and estimate the evolutionary distance between such orthologs. We then use GOanna to map gene function annotations and human gene identifiers to the rhesus macaque amino acid sequences. We conclude methodologically by cross-tabulating a list of amino acid orthologs with large divergence scores with a list of genes known to be involved in SIV or HIV pathogenesis. We find that many of the amino acid sequences with large evolutionary divergence scores, as calculated by the RSD algorithm, have been shown to be related to HIV pathogenesis in previous laboratory studies. Four of the strongest candidate genes for SIVmac resistance in Chinese rhesus macaques identified in this study are CDK9, CXCL12, TRIM21, and TRIM32. Additionally, ANKRD30A, CTSZ, GORASP2, GTF2H1, IL13RA1, MUC16, NMDAR1, Notch1, NT5M, PDCD5, RAD50, and TM9SF2 were identified as possible candidates, among others. We failed to find many laboratory experiments contrasting the effects of Indian and Chinese orthologs at these sites on SIVmac pathogenesis, but future comparative studies might hold fertile ground for research into the biological mechanisms underlying innate resistance to SIVmac in Chinese rhesus macaques.
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Affiliation(s)
- Cody T. Ross
- Department of Anthropology, University of California, Davis. Davis, United States of America
- Molecular Anthropology Laboratory, University of California, Davis. Davis, United States of America
| | - Morteza Roodgar
- Molecular Anthropology Laboratory, University of California, Davis. Davis, United States of America
- California National Primate Research Center, University of California, Davis. Davis, United States of America
- Graduate Group of Comparative Pathology, University of California, Davis. Davis, United States of America
| | - David Glenn Smith
- Department of Anthropology, University of California, Davis. Davis, United States of America
- Molecular Anthropology Laboratory, University of California, Davis. Davis, United States of America
- California National Primate Research Center, University of California, Davis. Davis, United States of America
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Berard A, Kroeker AL, Coombs KM. Transcriptomics and quantitative proteomics in virology. Future Virol 2012. [DOI: 10.2217/fvl.12.112] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
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7
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Abstract
HIV-1-infected individuals exhibit remarkable variation in the onset of disease. Virus replication and disease progression depend on host cellular transcription and gene regulation in virus-specific target cells. Both viral and host factors are implicated in this differential regulation. Gene arrays and transcriptome analyses might shed light on why some infected individuals remain asymptomatic while others progress rapidly to AIDS. Here we review developments in HIV research using gene array technologies and the unifying concepts that have emerged from these studies. Gene set enrichment analysis has revealed gene signatures linked to disease progression involving pathways related to metabolism, apoptosis, cell-cycle dysregulation, and T-cell signaling. Macrophages contain anti-apoptotic signatures. Also, HIV-1 regulates previously under-emphasized cholesterol biosynthesis and energy production pathways. Notably, cellular pathways linked to a subset of HIV-infected individuals known as non-progressors contribute to survival and anti-viral responses.
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Affiliation(s)
- Rajeev Mehla
- Department of Infectious Diseases and Microbiology, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, PA 15261, USA.
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Sikk K, Kõks S, Soomets U, Schalkwyk LC, Fernandes C, Haldre S, Aquilonius SM, Taba P. Peripheral blood RNA expression profiling in illicit methcathinone users reveals effect on immune system. Front Genet 2012; 2:42. [PMID: 22303338 PMCID: PMC3268596 DOI: 10.3389/fgene.2011.00042] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2011] [Accepted: 06/22/2011] [Indexed: 02/05/2023] Open
Abstract
Methcathinone (ephedrone) is relatively easily accessible for abuse. Its users develop an extrapyramidal syndrome and it is not known if this is caused by methcathinone itself, by side-ingredients (manganese), or both. In the present study we aimed to clarify molecular mechanisms underlying this condition. We used microarrays to analyze whole-genome gene expression patterns of peripheral blood from 20 methcathinone users and 20 matched controls. Gene expression profile data were analyzed by Bayesian modeling and functional annotation. Of 28,869 genes on the microarrays, 326 showed statistically significant differential expression with FDR adjusted p-values below 0.05. Quantitative real-time PCR confirmed differential expression for the most of the genes selected for validation. Functional annotation and network analysis indicated activation of a gene network that included immunological disease, cellular movement, and cardiovascular disease functions (enrichment score 42). As HIV and HCV infections were confounding factors, we performed additional stratification of subjects. A similar functional activation of the “immunological disease” category was evident when we compared subjects according to injection status (past versus current users, balanced for HIV and HCV infection). However, this difference was not large therefore the major effect was related to the HIV status of the subjects. Mn–methcathinone abusers have blood RNA expression patterns that mostly reflect their HIV and HCV infections.
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Affiliation(s)
- Katrin Sikk
- Department of Neurology and Neurosurgery, University of Tartu Tartu, Estonia
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Hogerkorp CM, Nishimura Y, Song K, Martin MA, Roederer M. The simian immunodeficiency virus targets central cell cycle functions through transcriptional repression in vivo. PLoS One 2011; 6:e25684. [PMID: 22043290 PMCID: PMC3197176 DOI: 10.1371/journal.pone.0025684] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2011] [Accepted: 09/07/2011] [Indexed: 02/01/2023] Open
Abstract
A massive and selective loss of CD4+ memory T cells occurs during the acute phase of immunodeficiency virus infections. The mechanism of this depletion is poorly understood but constitutes a key event with implications for progression. We assessed gene expression of purified T cells in Rhesus Macaques during acute SIVmac239 infection in order to define mechanisms of pathogenesis. We observe a general transcriptional program of over 1,600 interferon-stimulated genes induced in all T cells by the infection. Furthermore, we identify 113 transcriptional changes that are specific to virally infected cells. A striking downregulation of several key cell cycle regulator genes was observed and shared promotor-region E2F binding sites in downregulated genes suggested a targeted transcriptional control of an E2F regulated cell cycle program. In addition, the upregulation of the gene for the fundamental regulator of RNA polymerase II, TAF7, demonstrates that viral interference with the cell cycle and transcriptional regulation programs may be critical components during the establishment of a pathogenic infection in vivo.
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Affiliation(s)
- Carl-Magnus Hogerkorp
- ImmunoTechnology Section, Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, Maryland, United States of America
- * E-mail: (CH); (MR)
| | - Yoshiaki Nishimura
- Laboratory of Molecular Microbiology, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, Maryland, United States of America
| | - Kaimei Song
- ImmunoTechnology Section, Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, Maryland, United States of America
| | - Malcolm A. Martin
- Laboratory of Molecular Microbiology, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, Maryland, United States of America
| | - Mario Roederer
- ImmunoTechnology Section, Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, Maryland, United States of America
- * E-mail: (CH); (MR)
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Woelk CH, Beliakova-Bethell N, Goicoechea M, Zhao Y, Du P, Rought SE, Lozach J, Pérez-Santiago J, Richman DD, Smith DM, Little SJ. Gene expression before HAART initiation predicts HIV-infected individuals at risk of poor CD4+ T-cell recovery. AIDS 2010; 24:217-22. [PMID: 19952713 DOI: 10.1097/qad.0b013e328334f1f0] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023]
Abstract
OBJECTIVE To identify a pre-HAART gene expression signature in peripheral blood mononuclear cells (PBMCs) predictive of CD4 T-cell recovery during HAART in HIV-infected individuals. DESIGN This retrospective study evaluated PBMC gene expression in 24 recently HIV-infected individuals before the initiation of HAART to identify genes whose expression is predictive of CD4 T-cell recovery after 48 weeks of HAART. METHODS The change in CD4 T-cell count (DeltaCD4) over the 48-week study period was calculated for each of the 24 participants. Twelve participants were assigned to the 'good' (DeltaCD4 > or = 200 cells/microl) and 12 to the 'poor' (DeltaCD4 < 200 cells/microl) CD4 T-cell recovery group. Gene expression profiling of the entire transcriptome using Illumina BeadChips was performed with PBMC samples obtained before HAART. Gene expression classifiers capable of predicting CD4 T-cell recovery group (good vs. poor), as well as the specific DeltaCD4 value, at week 48 were constructed using methods of Class Prediction. RESULTS The expression of 40 genes in PBMC samples taken before HAART predicted CD4 T-cell recovery group (good vs. poor) at week 48 with 100% accuracy. The expression of 22 genes predicted a specific DeltaCD4 value for each HIV-infected individual that correlated well with actual values (R = 0.82). Predicted DeltaCD4 values were also used to assign individuals to good vs. poor CD4 T-cell recovery groups with 79% accuracy. CONCLUSION Gene expression in PBMCs can be used as biomarkers to successfully predict disease outcomes among HIV-infected individuals treated with HAART.
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Lederer S, Favre D, Walters KA, Proll S, Kanwar B, Kasakow Z, Baskin CR, Palermo R, McCune JM, Katze MG. Transcriptional profiling in pathogenic and non-pathogenic SIV infections reveals significant distinctions in kinetics and tissue compartmentalization. PLoS Pathog 2009; 5:e1000296. [PMID: 19214219 PMCID: PMC2633618 DOI: 10.1371/journal.ppat.1000296] [Citation(s) in RCA: 115] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2008] [Accepted: 01/13/2009] [Indexed: 11/26/2022] Open
Abstract
Simian immunodeficiency virus (SIV) infection leads to AIDS in experimentally infected macaques, whereas natural reservoir hosts exhibit limited disease and pathology. It is, however, unclear how natural hosts can sustain high viral loads, comparable to those observed in the pathogenic model, without developing severe disease. We performed transcriptional profiling on lymph node, blood, and colon samples from African green monkeys (natural host model) and Asian pigtailed macaques (pathogenic model) to directly compare gene expression patterns during acute pathogenic versus non-pathogenic SIV infection. The majority of gene expression changes that were unique to either model were detected in the lymph nodes at the time of peak viral load. Results suggest a shift toward cellular stress pathways and Th1 profiles during pathogenic infection, with strong and sustained type I and II interferon responses. In contrast, a strong type I interferon response was initially induced during non-pathogenic infection but resolved after peak viral load. The natural host also exhibited controlled Th1 profiles and better preservation of overall cell homeostasis. This study identified gene expression patterns that are specific to disease susceptibility, tissue compartmentalization, and infection duration. These patterns provide a unique view of how host responses differ depending upon lentiviral infection outcome. Simian immunodeficiency virus (SIV) does not cause disease in African green monkeys (a natural host for the virus), whereas experimentally infected Asian macaques (a non-natural host) develop a progressive disease that is similar to that which occurs in HIV-infected humans. Insight into how HIV causes disease and leads to development of AIDS may therefore be gained by comparing the response of natural and non-natural hosts to SIV infection. To this end, we examined changes that occurred in gene expression levels over time and in multiple tissues derived from African green monkeys and Asian macaques experimentally infected with SIV. Infection leads to host-specific gene expression patterns in lymph nodes, blood, and colon. The natural and non-natural hosts differed with respect to the timing, intensity, and duration of infection-induced gene expression changes associated with inflammation and response to stress.
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Affiliation(s)
- Sharon Lederer
- Department of Microbiology, University of Washington, Seattle, Washington, United States of America
| | - David Favre
- Department of Medicine, Division of Experimental Medicine, University of California, San Francisco, California, United States of America
| | - Kathie-Anne Walters
- Department of Microbiology, University of Washington, Seattle, Washington, United States of America
| | - Sean Proll
- Department of Microbiology, University of Washington, Seattle, Washington, United States of America
| | - Bittoo Kanwar
- Department of Medicine, Division of Experimental Medicine, University of California, San Francisco, California, United States of America
- Department of Pediatrics, Division of Gastroenterology, Hepatology, and Nutrition, University of California, San Francisco, California, United States of America
| | - Zeljka Kasakow
- Department of Medicine, Division of Experimental Medicine, University of California, San Francisco, California, United States of America
| | - Carole R. Baskin
- Department of Microbiology, University of Washington, Seattle, Washington, United States of America
- Washington National Primate Research Center, University of Washington, Seattle, Washington, United States of America
| | - Robert Palermo
- Department of Microbiology, University of Washington, Seattle, Washington, United States of America
| | - Joseph M. McCune
- Department of Medicine, Division of Experimental Medicine, University of California, San Francisco, California, United States of America
| | - Michael G. Katze
- Department of Microbiology, University of Washington, Seattle, Washington, United States of America
- Washington National Primate Research Center, University of Washington, Seattle, Washington, United States of America
- * E-mail:
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Giri MS, Nebozhyn M, Showe L, Montaner LJ. Microarray data on gene modulation by HIV-1 in immune cells: 2000-2006. J Leukoc Biol 2006; 80:1031-43. [PMID: 16940334 DOI: 10.1189/jlb.0306157] [Citation(s) in RCA: 92] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Abstract
Here, we review 34 HIV microarray studies in human immune cells over the period of 2000-March 2006 with emphasis on analytical approaches used and conceptual advances on HIV modulation of target cells (CD4 T cell, macrophage) and nontargets such as NK cell, B cell, and dendritic cell subsets. Results to date address advances on gene modulation associated with immune dysregulation, susceptibility to apoptosis, virus replication, and viral persistence following in vitro or in vivo infection/exposure to HIV-1 virus or HIV-1 accessory proteins. In addition to gene modulation associated with known functional correlates of HIV infection and replication (e.g., T cell apoptosis), microarray data have yielded novel, potential mechanisms of HIV-mediated pathogenesis such as modulation of cholesterol biosynthetic genes in CD4 T cells (relevant to virus replication and infectivity) and modulation of proteasomes and histone deacetylases in chronically infected cell lines (relevant to virus latency). Intrinsic challenges in summarizing gene modulation studies remain in development of sound approaches for comparing data obtained using different platforms and analytical tools, deriving unifying concepts to distil the large volumes of data collected, and the necessity to impose a focus for validation on a small fraction of genes. Notwithstanding these challenges, the field overall continues to demonstrate progress in expanding the pool of target genes validated to date in in vitro and in vivo datasets and understanding the functional correlates of gene modulation to HIV-1 pathogenesis in vivo.
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Affiliation(s)
- Malavika S Giri
- HIV Immunopathogenesis Laboratory, Wistar Institute, 3601 Spruce St., Room 480, Philadelphia, PA 19104, USA
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Ndolo T, George M, Nguyen H, Dandekar S. Expression of simian immunodeficiency virus Nef protein in CD4+ T cells leads to a molecular profile of viral persistence and immune evasion. Virology 2006; 353:374-87. [PMID: 16857233 DOI: 10.1016/j.virol.2006.06.008] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2006] [Revised: 05/22/2006] [Accepted: 06/02/2006] [Indexed: 10/24/2022]
Abstract
The Nef protein of human immunodeficiency virus and simian immunodeficiency virus is expressed early in infection and plays an important role in disease progression in vivo. In addition, Nef has been shown to modulate cellular functions. To decipher Nef-mediated changes in gene expression, we utilized DNA microarray analysis to elucidate changes in gene expression in a Jurkat CD4+ T-cell line stably expressing SIV-Nef protein under the control of an inducible promoter. Our results showed that genes associated with antigen presentation including members of the T-cell receptor and major histocompatibility class 1 complex were consistently down-regulated at the transcript level in SIV-Nef-expressing cells. In addition, Nef induced a transcriptional profile of cell-cycle-related genes that support the survival of Nef-expressing cells. Furthermore, Nef enhanced the transcription of genes encoding enzymes and factors that catalyze the biosynthesis of membrane glycolipids and phospholipids. In conclusion, gene expression profiling showed that SIV-Nef induces a transcriptional profile in CD4+ T cells that promotes immune evasion and cell survival, thus facilitating viral persistence.
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Affiliation(s)
- Thomas Ndolo
- Department of Medical Microbiology and Immunology, School of Medicine, University of California, Davis, CA 95616, USA
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Liu M, Popper SJ, Rubins KH, Relman DA. Early days: genomics and human responses to infection. Curr Opin Microbiol 2006; 9:312-9. [PMID: 16679048 PMCID: PMC7108404 DOI: 10.1016/j.mib.2006.04.006] [Citation(s) in RCA: 14] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2006] [Accepted: 04/24/2006] [Indexed: 10/26/2022]
Abstract
DNA microarray-based gene transcript-profiling of the responses of primates to infection has begun to yield new insights into host-pathogen interactions; this approach, however, remains plagued by challenges and complexities that have yet to be adequately addressed. The rapidly changing nature over time of acute infectious diseases in a host, and the genetic diversity of microbial pathogens present unique problems for the design and interpretation of functional-genomic studies in this field. In addition, there are the more common problems related to heterogeneity within clinical samples, the complex, non-standardized confounding variables associated with human subjects and the complexities posed by the analysis and validation of highly parallel data. Whereas various approaches have been developed to address each of these issues, there are significant limitations that remain to be overcome. The resolution of these problems should lead to a better understanding of the dialogue between the host and pathogen.
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Affiliation(s)
- Minghsun Liu
- Division of Infectious Diseases and Geographic Medicine, Department of Medicine, Stanford University School of Medicine, 300 Pasteur Drive, Grant S-169, Stanford, CA 94305, USA
| | - Stephen J Popper
- Department of Microbiology and Immunology, Stanford University School of Medicine, 279 Campus Drive, Beckman B403, Stanford, CA 94305, USA
| | - Kathleen H Rubins
- Department of Microbiology and Immunology, Stanford University School of Medicine, 279 Campus Drive, Beckman B403, Stanford, CA 94305, USA
| | - David A Relman
- Division of Infectious Diseases and Geographic Medicine, Department of Medicine, Stanford University School of Medicine, 300 Pasteur Drive, Grant S-169, Stanford, CA 94305, USA
- Department of Microbiology and Immunology, Stanford University School of Medicine, 279 Campus Drive, Beckman B403, Stanford, CA 94305, USA
- Veterans Affairs Palo Alto Health Care System, Palo Alto, CA 94304, USA
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Sankaran S, Guadalupe M, Reay E, George MD, Flamm J, Prindiville T, Dandekar S. Gut mucosal T cell responses and gene expression correlate with protection against disease in long-term HIV-1-infected nonprogressors. Proc Natl Acad Sci U S A 2005; 102:9860-5. [PMID: 15980151 PMCID: PMC1159164 DOI: 10.1073/pnas.0503463102] [Citation(s) in RCA: 130] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Limited information is available on the molecular mechanisms by which long-term HIV-1-infected nonprogressors suppress HIV-1 infection and maintain immune functions. The intestinal mucosal immune system is an early target for HIV-1 infection and severe CD4+ T cell depletion. We evaluated mucosal T lymphocyte subsets, virus-specific cellular responses, gene expression profiles, and viral loads in intestinal mucosal biopsies of long-term nonprogressor (LTNP) patients as compared to chronically HIV-1-infected patients with high viral loads (HVLs) and CD4+ T cell loss, as well as HIV-seronegative healthy individuals. This study aims to identify the mucosal correlates of HIV disease progression and to determine the molecular changes associated with immune and intestinal dysfunction. LTNP patients had undetectable viral loads, normal CD4+ T cell levels, and virus-specific cellular responses in peripheral blood and mucosal compartments. Microarray analysis revealed a significant increase in gene expression regulating immune activation, cell trafficking, and inflammatory response in intestinal mucosa of HVL patients as compared to LTNP patients. Genes associated with cell cycle regulation, lipid metabolism, and epithelial cell barrier and digestive functions were down-regulated in both HVL and LTNP patients. This may adversely influence nutrient adsorption and digestive functions, with the potential to impact the efficacy of antiretroviral therapy. We demonstrate that the maintenance of mucosal T cells, virus-specific responses, and distinct gene expression profiles correlate with clinical outcome in LTNP patients. However, the intestinal mucosal immune system remains an important target of HIV-1 infection in LTNP, and these effects may ultimately contribute toward disease progression.
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Affiliation(s)
- Sumathi Sankaran
- Department of Medical Microbiology, School of Medicine, University of California-Davis, Davis, CA 96185, USA
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