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Identification of Clinically Relevant HIV Vif Protein Motif Mutations through Machine Learning and Undersampling. Cells 2023; 12:cells12050772. [PMID: 36899908 PMCID: PMC10001277 DOI: 10.3390/cells12050772] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2022] [Revised: 02/08/2023] [Accepted: 02/21/2023] [Indexed: 03/06/2023] Open
Abstract
Human Immunodeficiency virus (HIV) and its clinical entity, the Acquired Immunodeficiency Syndrome (AIDS) continue to represent an important health burden worldwide. Although great advances have been made towards determining the way viral genetic diversity affects clinical outcome, genetic association studies have been hindered by the complexity of their interactions with the human host. This study provides an innovative approach for the identification and analysis of epidemiological associations between HIV Viral Infectivity Factor (Vif) protein mutations and four clinical endpoints (Viral load and CD4 T cell numbers at time of both clinical debut and on historical follow-up of patients. Furthermore, this study highlights an alternative approach to the analysis of imbalanced datasets, where patients without specific mutations outnumber those with mutations. Imbalanced datasets are still a challenge hindering the development of classification algorithms through machine learning. This research deals with Decision Trees, Naïve Bayes (NB), Support Vector Machines (SVMs), and Artificial Neural Networks (ANNs). This paper proposes a new methodology considering an undersampling approach to deal with imbalanced datasets and introduces two novel and differing approaches (MAREV-1 and MAREV-2). As theses approaches do not involve human pre-determined and hypothesis-driven combinations of motifs having functional or clinical relevance, they provide a unique opportunity to discover novel complex motif combinations of interest. Moreover, the motif combinations found can be analyzed through traditional statistical approaches avoiding statistical corrections for multiple tests.
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Ahir-Bist S, Chavan V, Padmaja Samant M, Nanavati R, Mehta P, Mania-Pramanik J. Human leukocyte antigens class I and class II alleles associated with vertical human immunodeficiency virus transmission - an exploratory study from Mumbai, India. Indian J Dermatol Venereol Leprol 2023; 89:159. [PMID: 36331825 DOI: 10.25259/ijdvl_654_19] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2020] [Accepted: 02/01/2022] [Indexed: 01/30/2023]
Abstract
Background Human leukocyte antigens (HLA) an important host genetic factor is responsible for influencing human immunodeficiency virus/acquired immunodeficiency syndrome (HIV/AIDS) transmission and disease progression. Contributions of HLA I and II alleles have not been reported in the Indian population with respect to vertical HIV transmission. Aim In the current study we determined the frequencies of HLA class I and class II alleles in a cohort of children exposed to HIV through their mothers. Method In this exploratory study children perinatally exposed to HIV-1 who fit the study criteria and had completed 18 month follow-up were typed for HLA class I and class II alleles using polymerase chain reaction combined with sequence-specific oligonucleotides probes (PCR-SSOP) and sequence-specific primer (SSP) method. HLA typing was done in 30 positive and 60 HIV negative children along with confounding factors such as treatment regimens, viral load and CD4 count of the mother, feeding option, etc. SPSS software was used for statistical analysis and online docking tools for in-silico analysis. Results HLA-B*40 (p = 0.018) was significantly higher in negative children and was associated with protection, whereas HLA-A*01 (p = 0.05), HLA-B*37 (p = 0.032) and HLA-DRB1*09 (p = 0.017) were associated with transmission. Known protective allele HLA-B*27 was only present in negative children. Many specific haplotypes were exclusively present in the negative children or the positive ones. In-silico analysis was performed to predict the ability of HLA-B*40 to bind to antigenic peptides obtained from HIV-1 sequences in our study group. Limitations Small sample size is a concerning limitation of the study. Nonetheless this is a comprehensive study on HLA alleles in HIV exposed Indian children Conclusion Our study highlights the contribution of HLA class I and II alleles in the Indian children and further adds to understanding the immunogenetic mechanisms. These can be developed as markers for prediction of infection transmission. The observations also contribute to the database of genetic makeup of our population and can help in designing vaccine strategies.
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Affiliation(s)
- Swati Ahir-Bist
- Department of Infectious Diseases Biology, ICMR-National Institute for Research in Reproductive Health, Mumbai, Maharashtra, India
| | - Vijay Chavan
- Department of Infectious Diseases Biology, ICMR-National Institute for Research in Reproductive Health, Mumbai, Maharashtra, India
| | - Mavani Padmaja Samant
- Department of Obstetrics and Gynaecology, Seth G. S. Medical College and K. E. M Hospital, Parel, Mumbai, Maharashtra, India
| | - Ruchi Nanavati
- Department of Neonatology, Seth G. S. Medical College and K. E. M Hospital, Parel, Mumbai, Maharashtra, India
| | - Preeti Mehta
- Department of Microbiology, Seth G. S. Medical College and K. E. M Hospital, Parel, Mumbai, Maharashtra, India
| | - Jayanti Mania-Pramanik
- Department of Infectious Diseases Biology, ICMR-National Institute for Research in Reproductive Health, Mumbai, Maharashtra, India
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Mehlotra RK. New Knowledge About CCR5, HIV Infection, and Disease Progression: Is "Old" Still Valuable? AIDS Res Hum Retroviruses 2020; 36:795-799. [PMID: 32615790 DOI: 10.1089/aid.2020.0060] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022] Open
Abstract
C-C chemokine receptor (CCR) 5 (CCR5) is the main HIV-1 coreceptor involved in virus entry and cell-to-cell spread during acute and chronic infections: such CCR5 and T cell tropic viruses are adapted to and replicate in CD4+ memory T cells. Polymorphisms in CCR5 regulate CCR5 expression, which, in turn, influences HIV infection acquisition and subsequent disease progression. Among these polymorphisms, a 32-bp deletion in the CCR5 open reading frame (CCR5 Δ32) and a single nucleotide polymorphism (SNP) in the promoter (-2459G/A) are the most well-characterized polymorphisms. CCR5 Δ32 provides partial to full protection against HIV infection and, therefore, serves as a basis for gene deletion studies attempting to achieve a permanent HIV cure. Recent studies have discovered that certain SNPs in the CCR region, not within CCR5, also affect CCR5 expression, HIV infection, and disease progression. Although these studies provide further valuable information regarding the role of human genetic variation in HIV/AIDS, they did not incorporate -2459G/A. In this article, the author summarizes the knowledge gained through the discovery of these new SNPs and introduces the idea that by not incorporating -2459G/A, less comprehensive conclusions may have been reached. Until a strategy that delivers a cure to the millions is found, every piece of information that may help curtail the HIV/AIDS threat to public health should be considered useful.
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Affiliation(s)
- Rajeev K. Mehlotra
- Center for Global Health and Diseases, Case Western Reserve University School of Medicine, Cleveland, Ohio, USA
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Mehlotra RK. Human Genetic Variation and HIV/AIDS in Papua New Guinea: Time to Connect the Dots. Curr HIV/AIDS Rep 2019; 15:431-440. [PMID: 30218255 DOI: 10.1007/s11904-018-0417-9] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
PURPOSE OF REVIEW Human genetic polymorphisms known to influence HIV acquisition and disease progression occur in Papua New Guinea (PNG). However, no genetic association study has been reported so far. In this article, we review research findings, with a view to stimulate genotype-to-phenotype research. RECENT FINDINGS PNG, a country in Oceania, has a high prevalence of HIV and many sexually transmitted infections. While limited data is available from this country regarding the distribution of human genetic polymorphisms known to influence clinical outcomes of HIV/AIDS, genetic association studies are lacking. Our studies, in the past decade, have revealed that polymorphisms in chemokine receptor-ligand (CCR2-CCR5, CXCL12), innate immune (Toll-like receptor, β-defensin), and antiretroviral drug-metabolism enzyme (CYP2B6, UGT2B7) genes are prevalent in PNG. Although our results need to be validated in further studies, it is urgent to pursue large-scale, comprehensive genetic association studies that include these as well as additional genetic polymorphisms.
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Affiliation(s)
- Rajeev K Mehlotra
- Center for Global Health and Diseases, Case Western Reserve University School of Medicine, Biomedical Research Building, #409A, 2109 Adelbert Rd., Cleveland, OH, 44106, USA.
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CCR5 Promoter Polymorphism -2459G > A: Forgotten or Ignored? Cells 2019; 8:cells8070651. [PMID: 31261839 PMCID: PMC6678430 DOI: 10.3390/cells8070651] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2019] [Revised: 06/14/2019] [Accepted: 06/27/2019] [Indexed: 02/06/2023] Open
Abstract
C-C chemokine receptor 5 (CCR5) polymorphisms, particularly a 32-base pair deletion (∆32) in the open reading frame and −2459G > A in the promoter, are well known for their associations with HIV-1 infection and/or disease progression in a variety of studies. In this era of an HIV cure, where all the emphasis is on ∆32, it seems that −2459G > A has been forgotten or ignored. There is significant importance in the incorporation of the CCR5 −2459G > A genotype information into studies evaluating new immunologic and chemotherapeutic strategies, and those designing and implementing better treatment strategies with current antiretroviral therapy, doing so would enable a better understanding of the response to the intervention, due to a mechanistic or constitutive explanation. Until we find a strategy, whether a stem-cell transplantation or CCR5 editing approach or something else, that delivers a cure to the millions, we should make use of every piece of information that may help curtail HIV/AIDS as a threat to public health.
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Farissi FZ, El Annaz H, El Alaoui MA, Elkochri S, Tagajdid MR, Abi R, Amine SA, Alaoui N, Kasouati J, Touil N, Frikh R, Hjira N, El Fahime EM, Mrani S. Investigation of CCR5-Δ32 (rs333) genetic polymorphism frequency and its relationship with HIV-1 susceptibility and disease progression: A Moroccan case-control study. GENE REPORTS 2019. [DOI: 10.1016/j.genrep.2019.100391] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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Angulo JMC, Cuesta TAC, Menezes EP, Pedroso C, Brites C. A SYSTEMATIC REVIEW ON THE INFLUENCE OF HLA-B POLYMORPHISMS ON HIV-1 MOTHER-TO-CHILD-TRANSMISSION. Braz J Infect Dis 2019; 23:53-59. [PMID: 30772367 PMCID: PMC9428023 DOI: 10.1016/j.bjid.2018.12.002] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2018] [Revised: 12/11/2018] [Accepted: 12/28/2018] [Indexed: 11/21/2022] Open
Abstract
Background Mother-to-child-transmission (MTCT) is the main route of HIV-1 infection in children. Genetic studies suggest HLA-B alleles play an important role on HIV-1 transmission, progression, and control of HIV-1 infection. Objective To evaluate which polymorphisms of HLA-B are involved in HIV-1 MTCT. Methods Two independent reviewers performed a systematic review on search engines PubMed, Europe PMC, Cochrane, Scientific Electronic Library Online (SciELO), and Literatura Latino-americana e do Caribe em Ciências da Saúde (Lilacs), using the following key terms: “HIV infection”, “HIV newborn”, “HLA polymorphisms”, “HLA-B”, and “Mother to child transmission”. All studies focusing on evaluation of HIV-1 MTCT, HIV infection evolution, and molecular analyses of HLA-B in children were selected. Results Nine studies fulfilled the inclusion criteria. Sixteen HLA-B alleles groups were associated with HIV-1 infection; seven of them (43.8%) were related to slow disease progression or reduced risk of MTCT, while six (37.5%) alleles groups were linked to a faster progression of HIV infection in children and to increased risk of MTCT. The available evidence suggest that HLA-B*57 group allele is associated with slow disease progression, while HLA-B*35 group allele is associated to increased risk of MTCT and rapid disease progression in infected children. The role of HLA-B*18, B*58 and B*44 are still controversial because they were associated to both, protection against MTCT, and to higher HIV replicative capacity, in different studies. Conclusion HLA-B*57 group allele can be protective against MTCT while HLA-B*35 groups alleles are consistently associated with HIV-1 MTCT.
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Affiliation(s)
- Juan Manuel Cubillos Angulo
- Universidade Federal da Bahia, Complexo Hospitalar Prof. Edgard Santos, Laboratório de Pesquisa em Infectologia, Salvador, BA, Brazil; Universidade Federal da Bahia, Programa de Pós-Graduação em Medicina e Saúde, Salvador, BA, Brazil
| | | | - Eliane Pereira Menezes
- Universidade Federal da Bahia, Faculdade de Medicina, Departamento de Medicina, Salvador, BA, Brazil
| | - Celia Pedroso
- Universidade Federal da Bahia, Complexo Hospitalar Prof. Edgard Santos, Laboratório de Pesquisa em Infectologia, Salvador, BA, Brazil
| | - Carlos Brites
- Universidade Federal da Bahia, Complexo Hospitalar Prof. Edgard Santos, Laboratório de Pesquisa em Infectologia, Salvador, BA, Brazil; Universidade Federal da Bahia, Faculdade de Medicina, Departamento de Medicina, Salvador, BA, Brazil.
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Rapid CD4+ T-cell decline is associated with coreceptor switch among MSM primarily infected with HIV-1 CRF01_AE in Northeast China. AIDS 2019; 33:13-22. [PMID: 30102662 DOI: 10.1097/qad.0000000000001981] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
OBJECTIVE CRF01_AE is the most prevalent HIV-1 subtype among MSM in China. However, the characteristics and underlying mechanism of the accelerated CD4 T-cell decline in CRF01_AE-infected MSM remain incompletely understood. DESIGN A long-term prospective follow-up study was conducted with 1388 MSM at risk of HIV-1 infection in Northeast China. MSM with primary HIV-1 CRF01_AE infection were identified and followed for 3-6 years to explore the determinants of rapid CD4 T-cell decline. METHODS Tropism was determined in primary infection by both single genome amplification-based genotypic prediction using four different algorithms and phenotypic determination using clinical isolates. Serial isolates were used to determine phenotype of coreceptor switch. Human leukocyte antigen genotypes and T-cell activation markers were determined. RESULTS Fifty-nine MSM primarily infected with HIV-1 CRF01_AE were discovered and recruited for the follow-up study. CCR5-utilizing (R5) viruses accounted for up to 98% of HIV-1 CRF01_AE infections in Northeast China. Survival analysis indicated 39.5% of the patients underwent coreceptor switch within 3 years after infection. After adjustment for other potential risk factors, linear mixed-effect models demonstrated patients experienced R5 to CXCR4-utilizing/dual-tropic (X4/DM) coreceptor switch within 3 years after infection underwent a faster CD4 T-cell decline compared to those without coreceptor switch. CONCLUSIONS Primary HIV-1 CRF01_AE infection among MSM in Northeast China is characterized by R5 viral infection and early R5 to X4/DM coreceptor switch, which is associated with rapid CD4 T-cell decline. The findings highlight the importance of immediate treatment among the CRF01_AE-infected MSM.
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Porriño-Bustamante ML, López-Nevot MÁ, Aneiros-Fernández J, Casado-Ruiz J, García-Linares S, Pedrinacci-Rodríguez S, García-Lora E, Martín-Casares MA, Fernández-Pugnaire MA, Arias-Santiago S. Study of Human Leukocyte Antigen (HLA) in 13 cases of familial frontal fibrosing alopecia: CYP21A2 gene p.V281L mutation from congenital adrenal hyperplasia linked to HLA class I haplotype HLA-A*33:01; B*14:02; C*08:02 as a genetic marker. Australas J Dermatol 2019; 60:e195-e200. [PMID: 30656636 DOI: 10.1111/ajd.12985] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2018] [Accepted: 11/28/2018] [Indexed: 12/26/2022]
Abstract
BACKGROUND/OBJECTIVES The aetiology of frontal fibrosing alopecia is unknown, and its genetic aspect remains uncharacterised. The aim of this report is to elucidate if major histocompatibility complex is associated with familial frontal fibrosing alopecia. METHODS A case-control study was performed of 13 patients with frontal fibrosing alopecia belonging to six families. Their human leukocyte antigen profiles were compared to the data of 636 healthy controls without frontal fibrosing alopecia. Patients underwent high-resolution genomic typing for human leukocyte antigen class I and II loci by PCR-SSO for Luminex. In addition, CYP21A2 gene (major histocompatibility complex class III) mutations were detected by PCR-SSO on strips. RESULTS 61.5% of patients shared CYP21A2 gene p.V281L linked to the F16A human leukocyte antigen class I haplotype (HLA-A*33:01; B*14:02; C*08:02; Pc < 0.000001). The patients F16A-negative shared other human leukocyte antigen class I haplotypes: Y16A (3/13) and S26 (2/13). CONCLUSION CYP21A2 gene p.V281L mutation can be used as a genetic marker for susceptibility to familial frontal fibrosing alopecia. Both the linkage of the mutation to F16A and the fact that F16A-negative patients share other human leukocyte antigen class I haplotype, point to an antigen-driven mechanism in susceptible patients with these haplotypes.
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Affiliation(s)
| | - Miguel Ángel López-Nevot
- Laboratorio Clínico, Unidad de Histocompatibilidad, Hospital Universitario Virgen de las Nieves, Granada, Spain.,Departamento de Bioquímica, Biología Molecular III e Inmunología, Universidad de Granada, Granada, Spain
| | - José Aneiros-Fernández
- Servicio de Anatomía Patológica, Parque Tecnológico de Ciencias de la Salud, Granada, Spain
| | - Jorge Casado-Ruiz
- Departamento de Bioquímica, Biología Molecular III e Inmunología, Universidad de Granada, Granada, Spain
| | - Susana García-Linares
- Unidad de Genética Clínica, Laboratorio Clínico, Hospital Universitario Virgen de las Nieves, Hospital Universitario Virgen de las Nieves, Granada, Spain
| | - Susana Pedrinacci-Rodríguez
- Unidad de Genética Clínica, Laboratorio Clínico, Hospital Universitario Virgen de las Nieves, Hospital Universitario Virgen de las Nieves, Granada, Spain
| | - Elena García-Lora
- Servicio de Dermatología, Hospital Universitario Virgen de las Nieves, Granada, Spain
| | | | | | - Salvador Arias-Santiago
- Servicio de Dermatología, Hospital Universitario Virgen de las Nieves, Granada, Spain.,Facultad de Medicina, Universidad de Granada, Granada, Spain
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Ahir-Bist S, Chavan V, Samant-Mavani P, Nanavati R, Mehta P, Mania-Pramanik J. Polymorphisms in TH1-TH2 cytokine and receptor genes associated with risk of vertical HIV transmission, in Mumbai, India. J Gene Med 2018; 20:e3047. [PMID: 30109734 DOI: 10.1002/jgm.3047] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2018] [Revised: 07/26/2018] [Accepted: 07/27/2018] [Indexed: 11/06/2022] Open
Abstract
BACKGROUND Vertical HIV transmission does not occur in all exposed infants. Many infants remain HIV uninfected even after exposure. This is partly attributed to the host genes involving cytokine production, which is rarely documented in vertical transmission. METHODS Here, an observational cohort study evaluated whether polymorphisms in cytokine, receptor and antagonist genes are associated with perinatal HIV transmission. Single nucleotide polymorphism (SNP) genotyping was performed via the polymerase chain reaction with sequence-specific primers method. Haplotype block structure was determined and statistical analysis was performed using appropriate software in each case. RESULTS Twenty-two SNPs were analysed in 30 seropositive and 61 seronegative children. Confounding factors such as mother's viral load, treatment regimen, breast feeding options, etc., were documented. Analysis revealed the association of two SNPs: IL1R1 (rs2234650) and TNFA (rs1800629) with vertical HIV transmission. CT genotype at IL1R1 was observed at a higher frequency in positive children (76.66% versus 42.62%, p = 0.002), whereas the CC genotype was significantly increased in exposed uninfected children (47.54% versus 16.66%, p = 0.004). Similarly, the GG genotype of TNFA was significantly higher in uninfected children compared to infected ones (76.66% versus 46.66%, p = 0.005), whereas the GA genotype frequency was higher among infected children (53.33% versus 21.66%, p = 0.003). The frequency of the 'G' allele of TNFA and 'C' allele of IL1R1 was significant (p = 0.018) in negative children. Haplotypes of SNPs belonging to IL1, TNFA and IL4 were also found to associate with transmission. CONCLUSIONS The present study confirms the association of SNPs IL1R1 (rs2234650) and TNFA (rs1800629) with the risk of vertical transmission. These SNPs can be exploited as possible predictive markers of HIV transmission.
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Affiliation(s)
- Swati Ahir-Bist
- Department of Infectious Diseases Biology, National Institute for Research in Reproductive Health (DHR/ICMR), Mumbai, Maharashtra, India
| | - Vijay Chavan
- Department of Infectious Diseases Biology, National Institute for Research in Reproductive Health (DHR/ICMR), Mumbai, Maharashtra, India
| | - Padmaja Samant-Mavani
- Department of Obstetrics and Gynecology, Seth G. S. Medical College & K.E.M Hospital, Mumbai, Maharashtra, India
| | - Ruchi Nanavati
- Department of Neonatology, Seth G. S. Medical College & K.E.M Hospital, Mumbai, Maharashtra, India
| | - Preeti Mehta
- Department of Microbiology, Seth G. S. Medical College & K.E.M Hospital, Mumbai, Maharashtra, India
| | - Jayanti Mania-Pramanik
- Department of Infectious Diseases Biology, National Institute for Research in Reproductive Health (DHR/ICMR), Mumbai, Maharashtra, India
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Trifone C, Salido J, Ruiz MJ, Leng L, Quiroga MF, Salomón H, Bucala R, Ghiglione Y, Turk G. Interaction Between Macrophage Migration Inhibitory Factor and CD74 in Human Immunodeficiency Virus Type I Infected Primary Monocyte-Derived Macrophages Triggers the Production of Proinflammatory Mediators and Enhances Infection of Unactivated CD4 + T Cells. Front Immunol 2018; 9:1494. [PMID: 29997630 PMCID: PMC6030361 DOI: 10.3389/fimmu.2018.01494] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2017] [Accepted: 06/15/2018] [Indexed: 11/13/2022] Open
Abstract
Understanding the mechanisms of human immunodeficiency virus type I (HIV-1) pathogenesis would facilitate the identification of new therapeutic targets to control the infection in face of current antiretroviral therapy limitations. CD74 membrane expression is upregulated in HIV-1-infected cells and the magnitude of its modulation correlates with immune hyperactivation in HIV-infected individuals. In addition, plasma level of the CD74 activating ligand macrophage migration inhibitory factor (MIF) is increased in infected subjects. However, the role played by MIF/CD74 interaction in HIV pathogenesis remains unexplored. Here, we studied the effect of MIF/CD74 interaction on primary HIV-infected monocyte-derived macrophages (MDMs) and its implications for HIV immunopathogenesis. Confocal immunofluorescence analysis of CD74 and CD44 (the MIF signal transduction co-receptor) expression indicated that both molecules colocalized at the plasma membrane specifically in wild-type HIV-infected MDMs. Treatment of infected MDMs with MIF resulted in an MIF-dependent increase in TLR4 expression. Similarly, there was a dose-dependent increase in the production of IL-6, IL-8, TNFα, IL-1β, and sICAM compared to the no-MIF condition, specifically from infected MDMs. Importantly, the effect observed on IL-6, IL-8, TNFα, and IL-1β was abrogated by impeding MIF interaction with CD74. Moreover, the use of a neutralizing αMIF antibody or an MIF antagonist reverted these effects, supporting the specificity of the results. Treatment of unactivated CD4+ T-cells with MIF-treated HIV-infected MDM-derived culture supernatants led to enhanced permissiveness to HIV-1 infection. This effect was lost when CD4+ T-cells were treated with supernatants derived from infected MDMs in which CD74/MIF interaction had been blocked. Moreover, the enhanced permissiveness of unactivated CD4+ T-cells was recapitulated by exogenous addition of IL-6, IL-8, IL-1β, and TNFα, or abrogated by neutralizing its biological activity using specific antibodies. Results obtained with BAL and NL4-3 HIV laboratory strains were reproduced using transmitted/founder primary isolates. This evidence indicated that MIF/CD74 interaction resulted in a higher production of proinflammatory cytokines from HIV-infected MDMs. This caused the generation of an inflammatory microenvironment which predisposed unactivated CD4+ T-cells to HIV-1 infection, which might contribute to viral spreading and reservoir seeding. Overall, these results support a novel role of the MIF/CD74 axis in HIV pathogenesis that deserves further investigation.
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Affiliation(s)
- César Trifone
- CONICET-Universidad de Buenos Aires, Instituto de Investigaciones Biomédicas en Retrovirus y Sida (INBIRS), Buenos Aires, Argentina
| | - Jimena Salido
- CONICET-Universidad de Buenos Aires, Instituto de Investigaciones Biomédicas en Retrovirus y Sida (INBIRS), Buenos Aires, Argentina
| | - María Julia Ruiz
- CONICET-Universidad de Buenos Aires, Instituto de Investigaciones Biomédicas en Retrovirus y Sida (INBIRS), Buenos Aires, Argentina
| | - Lin Leng
- Department of Medicine, Yale University School of Medicine, New Haven, CT, United States
| | - María Florencia Quiroga
- CONICET-Universidad de Buenos Aires, Instituto de Investigaciones Biomédicas en Retrovirus y Sida (INBIRS), Buenos Aires, Argentina
| | - Horacio Salomón
- CONICET-Universidad de Buenos Aires, Instituto de Investigaciones Biomédicas en Retrovirus y Sida (INBIRS), Buenos Aires, Argentina
| | - Richard Bucala
- Department of Medicine, Yale University School of Medicine, New Haven, CT, United States
| | - Yanina Ghiglione
- CONICET-Universidad de Buenos Aires, Instituto de Investigaciones Biomédicas en Retrovirus y Sida (INBIRS), Buenos Aires, Argentina
| | - Gabriela Turk
- CONICET-Universidad de Buenos Aires, Instituto de Investigaciones Biomédicas en Retrovirus y Sida (INBIRS), Buenos Aires, Argentina
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Turk G, Ghiglione Y, Hormanstorfer M, Laufer N, Coloccini R, Salido J, Trifone C, Ruiz MJ, Falivene J, Holgado MP, Caruso MP, Figueroa MI, Salomón H, Giavedoni LD, Pando MDLÁ, Gherardi MM, Rabinovich RD, Pury PA, Sued O. Biomarkers of Progression after HIV Acute/Early Infection: Nothing Compares to CD4⁺ T-cell Count? Viruses 2018; 10:E34. [PMID: 29342870 PMCID: PMC5795447 DOI: 10.3390/v10010034] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2017] [Revised: 01/10/2018] [Accepted: 01/12/2018] [Indexed: 12/22/2022] Open
Abstract
Progression of HIV infection is variable among individuals, and definition disease progression biomarkers is still needed. Here, we aimed to categorize the predictive potential of several variables using feature selection methods and decision trees. A total of seventy-five treatment-naïve subjects were enrolled during acute/early HIV infection. CD4⁺ T-cell counts (CD4TC) and viral load (VL) levels were determined at enrollment and for one year. Immune activation, HIV-specific immune response, Human Leukocyte Antigen (HLA) and C-C chemokine receptor type 5 (CCR5) genotypes, and plasma levels of 39 cytokines were determined. Data were analyzed by machine learning and non-parametric methods. Variable hierarchization was performed by Weka correlation-based feature selection and J48 decision tree. Plasma interleukin (IL)-10, interferon gamma-induced protein (IP)-10, soluble IL-2 receptor alpha (sIL-2Rα) and tumor necrosis factor alpha (TNF-α) levels correlated directly with baseline VL, whereas IL-2, TNF-α, fibroblast growth factor (FGF)-2 and macrophage inflammatory protein (MIP)-1β correlated directly with CD4⁺ T-cell activation (p < 0.05). However, none of these cytokines had good predictive values to distinguish "progressors" from "non-progressors". Similarly, immune activation, HIV-specific immune responses and HLA/CCR5 genotypes had low discrimination power. Baseline CD4TC was the most potent discerning variable with a cut-off of 438 cells/μL (accuracy = 0.93, κ-Cohen = 0.85). Limited discerning power of the other factors might be related to frequency, variability and/or sampling time. Future studies based on decision trees to identify biomarkers of post-treatment control are warrantied.
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Affiliation(s)
- Gabriela Turk
- CONICET-Universidad de Buenos Aires, Instituto de Investigaciones Biomédicas en Retrovirus y SIDA (INBIRS), Universidad de Buenos Aires- CONICET, Paraguay 2155 Piso 11, Buenos Aires C1121ABG, Argentina.
| | - Yanina Ghiglione
- CONICET-Universidad de Buenos Aires, Instituto de Investigaciones Biomédicas en Retrovirus y SIDA (INBIRS), Universidad de Buenos Aires- CONICET, Paraguay 2155 Piso 11, Buenos Aires C1121ABG, Argentina.
| | | | - Natalia Laufer
- CONICET-Universidad de Buenos Aires, Instituto de Investigaciones Biomédicas en Retrovirus y SIDA (INBIRS), Universidad de Buenos Aires- CONICET, Paraguay 2155 Piso 11, Buenos Aires C1121ABG, Argentina.
- Hospital Juan A. Fernández, Unidad Enfermedades Infecciosas, Buenos Aires C1425AGP, Argentina.
| | - Romina Coloccini
- CONICET-Universidad de Buenos Aires, Instituto de Investigaciones Biomédicas en Retrovirus y SIDA (INBIRS), Universidad de Buenos Aires- CONICET, Paraguay 2155 Piso 11, Buenos Aires C1121ABG, Argentina.
| | - Jimena Salido
- CONICET-Universidad de Buenos Aires, Instituto de Investigaciones Biomédicas en Retrovirus y SIDA (INBIRS), Universidad de Buenos Aires- CONICET, Paraguay 2155 Piso 11, Buenos Aires C1121ABG, Argentina.
| | - César Trifone
- CONICET-Universidad de Buenos Aires, Instituto de Investigaciones Biomédicas en Retrovirus y SIDA (INBIRS), Universidad de Buenos Aires- CONICET, Paraguay 2155 Piso 11, Buenos Aires C1121ABG, Argentina.
| | - María Julia Ruiz
- CONICET-Universidad de Buenos Aires, Instituto de Investigaciones Biomédicas en Retrovirus y SIDA (INBIRS), Universidad de Buenos Aires- CONICET, Paraguay 2155 Piso 11, Buenos Aires C1121ABG, Argentina.
| | - Juliana Falivene
- CONICET-Universidad de Buenos Aires, Instituto de Investigaciones Biomédicas en Retrovirus y SIDA (INBIRS), Universidad de Buenos Aires- CONICET, Paraguay 2155 Piso 11, Buenos Aires C1121ABG, Argentina.
| | - María Pía Holgado
- CONICET-Universidad de Buenos Aires, Instituto de Investigaciones Biomédicas en Retrovirus y SIDA (INBIRS), Universidad de Buenos Aires- CONICET, Paraguay 2155 Piso 11, Buenos Aires C1121ABG, Argentina.
| | - María Paula Caruso
- CONICET-Universidad de Buenos Aires, Instituto de Investigaciones Biomédicas en Retrovirus y SIDA (INBIRS), Universidad de Buenos Aires- CONICET, Paraguay 2155 Piso 11, Buenos Aires C1121ABG, Argentina.
| | - María Inés Figueroa
- Fundación Huésped, Buenos Aires C1202ABB, Argentina.
- Hospital Juan A. Fernández, Unidad Enfermedades Infecciosas, Buenos Aires C1425AGP, Argentina.
| | - Horacio Salomón
- CONICET-Universidad de Buenos Aires, Instituto de Investigaciones Biomédicas en Retrovirus y SIDA (INBIRS), Universidad de Buenos Aires- CONICET, Paraguay 2155 Piso 11, Buenos Aires C1121ABG, Argentina.
| | - Luis D Giavedoni
- Southwest National Primate Research Center, Texas Biomedical Research Institute, San Antonio, TX 78227, USA.
| | - María de Los Ángeles Pando
- CONICET-Universidad de Buenos Aires, Instituto de Investigaciones Biomédicas en Retrovirus y SIDA (INBIRS), Universidad de Buenos Aires- CONICET, Paraguay 2155 Piso 11, Buenos Aires C1121ABG, Argentina.
| | - María Magdalena Gherardi
- CONICET-Universidad de Buenos Aires, Instituto de Investigaciones Biomédicas en Retrovirus y SIDA (INBIRS), Universidad de Buenos Aires- CONICET, Paraguay 2155 Piso 11, Buenos Aires C1121ABG, Argentina.
| | - Roberto Daniel Rabinovich
- CONICET-Universidad de Buenos Aires, Instituto de Investigaciones Biomédicas en Retrovirus y SIDA (INBIRS), Universidad de Buenos Aires- CONICET, Paraguay 2155 Piso 11, Buenos Aires C1121ABG, Argentina.
| | - Pedro A Pury
- Facultad de Matemática, Astronomía, Física y Computación, Universidad Nacional de Córdoba, Córdoba X5000HUA, Argentina.
| | - Omar Sued
- Fundación Huésped, Buenos Aires C1202ABB, Argentina.
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What Is the most Important for Elite Control: Genetic Background of Patient, Genetic Background of Partner, both or neither? Description of Complete Natural History within a Couple of MSM. EBioMedicine 2017; 27:51-60. [PMID: 29273355 PMCID: PMC5828297 DOI: 10.1016/j.ebiom.2017.12.003] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2017] [Revised: 11/23/2017] [Accepted: 12/05/2017] [Indexed: 11/23/2022] Open
Abstract
Background We describe a homosexual man who strongly controlled HIV-1 for ten years despite lack of protective genetic background. Methods HIV-1 DNA was measured in blood and other tissues. Cell susceptibility was evaluated with various strains. HIV-1-specific (CD4 and CD8 activation markers and immune check points) and NK cells responses were assessed; KIRs haplotypes and HLA alleles were determined. Findings Two HIV-1 RNA copies/mL of plasma were detected in 2009, using an ultra-sensitive assay. HIV-DNA was detected at 1.1 and 2 copies/106 PBMCs in 2009 and 2015 respectively, at 1.2 copies/106 cells in rectal cells in 2011. WBs showed weak reactivity with antibodies to gp160, p55 and p25 from 2007 to 2014, remaining incomplete in 2017. CD4 T cells were susceptible to various strains including HIVKON, a primary isolate of his own CRF02_AG variant. CD8 T cells showed a strong poly-functional response against HIV-Gag, producing mainly IFN-γ; a robust capacity of antibody-dependant cell cytotoxicity (ADCC) was observed in NK cells. Case patient was group B KIR haplotype. Neutralizing antibodies were not detected. CD4 and CD8 blood T cells showed normal proportions without increased activation markers. Phylogenetic analyses identified the same CRF02_AG variant in his partner. The patient and his partner were heterozygous for the CCR5ΔD32 deletion and shared HLA-B*07, C*07 non-protective alleles. Interpretation This thorough description of the natural history of an individual controlling HIV-1 in various compartments for ten years despite lack of protective alleles, and of his partner, may have implications for strategies to cure HIV-1 infection. We described a MSM, elite controller despite pejorative genetic background. The patient had two HLA pejoratives alleles and no protective alleles. The partner was infected by the same strain. The genetic backgrounds of the patient and partner, and the virus could interact with each other to lead to elite control.
We considered all the evidence about elite control, HLA, ADCC and NK, using Medline/PubMed. We described a MSM, elite controller despite non-protective genetic background, explored extensively the patient: sequential WBs, RNA in plasma (ultrasensitive assay), DNA in PBMC/GALT, cell susceptibility, HIV-1 responses in PBMC/LNMC, neutralizing antibodies, CD3-CD56 + NK, ADCC, KIRs. He had one HLA pejorative and no protective alleles. The partner was infected by the same strain, his genetic background was studied. The genetic background of the exposed person, of the source, and the viral strain could interact with each other to lead to elite control.
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Ruiz MJ, Salido J, Abusamra L, Ghiglione Y, Cevallos C, Damilano G, Rodriguez AM, Trifone C, Laufer N, Giavedoni LD, Sued O, Salomón H, Gherardi MM, Turk G. Evaluation of Different Parameters of Humoral and Cellular Immune Responses in HIV Serodiscordant Heterosexual Couples: Humoral Response Potentially Implicated in Modulating Transmission Rates. EBioMedicine 2017; 26:25-37. [PMID: 29129698 PMCID: PMC5832641 DOI: 10.1016/j.ebiom.2017.11.001] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2017] [Revised: 10/24/2017] [Accepted: 11/01/2017] [Indexed: 02/05/2023] Open
Abstract
As the HIV/AIDS pandemic still progresses, understanding the mechanisms governing viral transmission as well as protection from HIV acquisition is fundamental. In this context, cohorts of HIV serodiscordant heterosexual couples (SDC) represent a unique tool. The present study was aimed to evaluate specific parameters of innate, cellular and humoral immune responses in SDC. Specifically, plasma levels of cytokines and chemokines, HIV-specific T-cell responses, gp120-specific IgG and IgA antibodies, and HIV-specific antibody-dependent cellular cytotoxicity (ADCC) activity were assessed in nine HIV-exposed seronegative individuals (ESN) and their corresponding HIV seropositive partners (HIV+-P), in eighteen chronically infected HIV subjects (C), nine chronically infected subjects known to be HIV transmitters (CT) and ten healthy HIV− donors (HD). Very low magnitude HIV-specific cellular responses were found in two out of six ESN. Interestingly, HIV+-P had the highest ADCC magnitude, the lowest IgA levels and the highest IgG/IgA ratio, all compared to CT. Positive correlations between CD4+ T-cell counts and both IgG/IgA ratios and %ADCC killing uniquely distinguished HIV+-P. Additionally, evidence of IgA interference with ADCC responses from HIV+-P and CT is provided. These data suggest for the first time a potential role of ADCC and/or gp120-specific IgG/IgA balance in modulating heterosexual transmission. In sum, this study provides key information to understand the host factors that influence viral transmission, which should be considered in both the development of prophylactic vaccines and novel immunotherapies for HIV-1 infection. The evaluation of different immune parameters in HIV serodiscordant couples helped identify factors shaping transmission. Innate and cellular immune responses were apparently not involved in this scenario. HIV-specific ADCC, IgA titer and IgG/IgA balance were identified as factors involved in modulating viral transmission.
The existence of individuals that remain HIV negative despite being repeatedly exposed to the virus has long been described. To date, only homozygosis for a 32-base pair deletion in the ccr5 gene has been consistently shown to be a determinant of HIV resistance. Still, subjects bearing the WT ccr5 gene have also been described as resistant or less susceptible to HIV. Thus, other mechanisms must be involved in this phenomenon. The results presented here postulate ADCC and IgG/IgA ratio as potential mechanisms involved in modulating HIV transmission in the context of serodiscordant couples and inspire further investigations.
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Affiliation(s)
- María Julia Ruiz
- CONICET- Universidad de Buenos Aires, Instituto de Investigaciones Biomédicas en Retrovirus y Sida (INBIRS), Buenos Aires, Argentina
| | - Jimena Salido
- CONICET- Universidad de Buenos Aires, Instituto de Investigaciones Biomédicas en Retrovirus y Sida (INBIRS), Buenos Aires, Argentina
| | | | - Yanina Ghiglione
- CONICET- Universidad de Buenos Aires, Instituto de Investigaciones Biomédicas en Retrovirus y Sida (INBIRS), Buenos Aires, Argentina
| | - Cintia Cevallos
- CONICET- Universidad de Buenos Aires, Instituto de Investigaciones Biomédicas en Retrovirus y Sida (INBIRS), Buenos Aires, Argentina
| | - Gabriel Damilano
- CONICET- Universidad de Buenos Aires, Instituto de Investigaciones Biomédicas en Retrovirus y Sida (INBIRS), Buenos Aires, Argentina
| | - Ana María Rodriguez
- CONICET- Universidad de Buenos Aires, Instituto de Investigaciones Biomédicas en Retrovirus y Sida (INBIRS), Buenos Aires, Argentina
| | - César Trifone
- CONICET- Universidad de Buenos Aires, Instituto de Investigaciones Biomédicas en Retrovirus y Sida (INBIRS), Buenos Aires, Argentina
| | - Natalia Laufer
- CONICET- Universidad de Buenos Aires, Instituto de Investigaciones Biomédicas en Retrovirus y Sida (INBIRS), Buenos Aires, Argentina; Hospital Juan A. Fernández, Unidad Enfermedades Infecciosas, Buenos Aires, Argentina
| | - Luis D Giavedoni
- Department of Virology and Immunology, Southwest National Primate Research Center, Texas Biomedical Research Institute, San Antonio, TX, USA
| | - Omar Sued
- Fundación Huésped, Buenos Aires, Argentina; Hospital Juan A. Fernández, Unidad Enfermedades Infecciosas, Buenos Aires, Argentina
| | - Horacio Salomón
- CONICET- Universidad de Buenos Aires, Instituto de Investigaciones Biomédicas en Retrovirus y Sida (INBIRS), Buenos Aires, Argentina
| | - María Magdalena Gherardi
- CONICET- Universidad de Buenos Aires, Instituto de Investigaciones Biomédicas en Retrovirus y Sida (INBIRS), Buenos Aires, Argentina
| | - Gabriela Turk
- CONICET- Universidad de Buenos Aires, Instituto de Investigaciones Biomédicas en Retrovirus y Sida (INBIRS), Buenos Aires, Argentina.
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