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Carrasco-Hernández R, Valenzuela-Ponce H, Soto-Nava M, García-Morales C, Matías-Florentino M, Wertheim JO, Smith DM, Reyes-Terán G, Ávila-Ríos S. Unveiling ecological/evolutionary insights in HIV viral load dynamics: Allowing random slopes to observe correlational changes to CpG-contents and other molecular and clinical predictors. Epidemics 2024; 47:100770. [PMID: 38761432 PMCID: PMC11213286 DOI: 10.1016/j.epidem.2024.100770] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2023] [Revised: 04/07/2024] [Accepted: 05/07/2024] [Indexed: 05/20/2024] Open
Abstract
In the context of infectious diseases, the dynamic interplay between ever-changing host populations and viral biology demands a more flexible modeling approach than common fixed correlations. Embracing random-effects regression models allows for a nuanced understanding of the intricate ecological and evolutionary dynamics underlying complex phenomena, offering valuable insights into disease progression and transmission patterns. In this article, we employed a random-effects regression to model an observed decreasing median plasma viral load (pVL) among individuals with HIV in Mexico City during 2019-2021. We identified how these functional slope changes (i.e. random slopes by year) improved predictions of the observed pVL median changes between 2019 and 2021, leading us to hypothesize underlying ecological and evolutionary factors. Our analysis involved a dataset of pVL values from 7325 ART-naïve individuals living with HIV, accompanied by their associated clinical and viral molecular predictors. A conventional fixed-effects linear model revealed significant correlations between pVL and predictors that evolved over time. However, this fixed-effects model could not fully explain the reduction in median pVL; thus, prompting us to adopt random-effects models. After applying a random effects regression model-with random slopes and intercepts by year-, we observed potential "functional changes" within the local HIV viral population, highlighting the importance of ecological and evolutionary considerations in HIV dynamics: A notably stronger negative correlation emerged between HIV pVL and the CpG content in the pol gene, suggesting a changing immune landscape influenced by CpG-induced innate immune responses that could impact viral load dynamics. Our study underscores the significance of random effects models in capturing dynamic correlations and the crucial role of molecular characteristics like CpG content. By enriching our understanding of changing host-virus interactions and HIV progression, our findings contribute to the broader relevance of such models in infectious disease research. They shed light on the changing interplay between host and pathogen, driving us closer to more effective strategies for managing infectious diseases. SIGNIFICANCE OF THE STUDY: This study highlights a decreasing trend in median plasma viral loads among ART-naïve individuals living with HIV in Mexico City between 2019 and 2021. It uncovers various predictors significantly correlated with pVL, shedding light on the complex interplay between host-virus interactions and disease progression. By employing a random-slopes model, the researchers move beyond traditional fixed-effects models to better capture dynamic correlations and evolutionary changes in HIV dynamics. The discovery of a stronger negative correlation between pVL and CpG content in HIV-pol sequences suggests potential changes in the immune landscape and innate immune responses, opening avenues for further research into adaptive changes and responses to environmental shifts in the context of HIV infection. The study's emphasis on molecular characteristics as predictors of pVL adds valuable insights to epidemiological and evolutionary studies of viruses, providing new avenues for understanding and managing HIV infection at the population level.
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Affiliation(s)
- Rocío Carrasco-Hernández
- Centro de Investigación en Enfermedades Infecciosas (CIENI), Instituto Nacional de Enfermedades Respiratorias Ismael Cosío Villegas, Mexico.
| | - Humberto Valenzuela-Ponce
- Centro de Investigación en Enfermedades Infecciosas (CIENI), Instituto Nacional de Enfermedades Respiratorias Ismael Cosío Villegas, Mexico
| | - Maribel Soto-Nava
- Centro de Investigación en Enfermedades Infecciosas (CIENI), Instituto Nacional de Enfermedades Respiratorias Ismael Cosío Villegas, Mexico
| | - Claudia García-Morales
- Centro de Investigación en Enfermedades Infecciosas (CIENI), Instituto Nacional de Enfermedades Respiratorias Ismael Cosío Villegas, Mexico
| | - Margarita Matías-Florentino
- Centro de Investigación en Enfermedades Infecciosas (CIENI), Instituto Nacional de Enfermedades Respiratorias Ismael Cosío Villegas, Mexico
| | - Joel O Wertheim
- Department of Medicine, University of California San Diego, La Jolla, CA, USA
| | - Davey M Smith
- Department of Medicine, University of California San Diego, La Jolla, CA, USA
| | - Gustavo Reyes-Terán
- Coordinación de Institutos Nacionales de Salud y Hospitales de Alta Especialidad, Secretaría de Salud, Mexico
| | - Santiago Ávila-Ríos
- Centro de Investigación en Enfermedades Infecciosas (CIENI), Instituto Nacional de Enfermedades Respiratorias Ismael Cosío Villegas, Mexico; Centro de Investigación en Enfermedades Infecciosas (CIENI), Instituto Nacional de Enfermedades Respiratorias Ismael Cosío Villegas, Calz. de Tlalpan 4502, Belisario Domínguez Secc 16, Tlalpan, Ciudad de México 14080, Mexico
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Ramírez de Arellano E, Díez-Fuertes F, Aguilar F, de la Torre Tarazona HE, Sánchez-Lara S, Lao Y, Vicario JL, García F, González-Garcia J, Pulido F, Gutierrez-Rodero F, Moreno S, Iribarren JA, Viciana P, Vilches C, Ramos M, Capa L, Alcamí J, Del Val M. Novel association of five HLA alleles with HIV-1 progression in Spanish long-term non progressor patients. PLoS One 2019; 14:e0220459. [PMID: 31393887 PMCID: PMC6687284 DOI: 10.1371/journal.pone.0220459] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2019] [Accepted: 07/16/2019] [Indexed: 12/12/2022] Open
Abstract
Certain host genetic variants, especially in the human leucocyte antigen (HLA) region, are associated with different progression of HIV-1-induced diseases and AIDS. Long term non progressors (LTNP) represent only the 2% of infected patients but are especially relevant because of their efficient HIV control. In this work we present a global analysis of genetic data in the large national multicenter cohort of Spanish LTNP, which is compared with seronegative individuals and HIV-positive patients. We have analyzed whether several single-nucleotide polymorphisms (SNPs) including in key genes and certain HLA-A and B alleles could be associated with a specific HIV phenotype. A total of 846 individuals, 398 HIV-1-positive patients (213 typical progressors, 55 AIDS patients, and 130 LTNPs) and 448 HIV-negative controls, were genotyped for 15 polymorphisms and HLA-A and B alleles. Significant differences in the allele frequencies among the studied populations identified 16 LTNP-associated genetic factors, 5 of which were defined for the first time as related to LTNP phenotype: the protective effect of HLA-B39, and the detrimental impact of HLA-B18, -A24, -B08 and –A29. The remaining eleven polymorphisms confirmed previous publications, including the protective alleles HLA-B57, rs2395029 (HCP5), HLA bw4 homozygosity, HLA-B52, HLA-B27, CCR2 V64I, rs9264942 (HLA-C) and HLA-A03; and the risk allele HLA bw6 homozygosity. Notably, individual Spanish HIV-negative individuals had an average of 0.12 protective HLA alleles and SNPs, compared with an average of 1.43 protective alleles per LTNP patient, strongly suggesting positive selection of LTNP. Finally, stratification of LTNP according to viral load showed a proportional relationship between the frequency of protective alleles with control of viral load. Interestingly, no differences in the frequency of protection/risk polymorphisms were found between elite controllers and LTNPs maintaining viral loads <2.000 copies/mL throughout the follow-up.
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Affiliation(s)
- Eva Ramírez de Arellano
- National Center for Microbiology, Instituto de Salud Carlos III, Majadahonda, Madrid, Spain
- * E-mail:
| | - Francisco Díez-Fuertes
- National Center for Microbiology, Instituto de Salud Carlos III, Majadahonda, Madrid, Spain
- Infectious Diseases Unit, IBIDAPS, HIVACAT, Hospital Clínic, University of Barcelona, Barcelona, Spain
| | - Francisco Aguilar
- National Center for Microbiology, Instituto de Salud Carlos III, Majadahonda, Madrid, Spain
| | | | - Susana Sánchez-Lara
- National Center for Microbiology, Instituto de Salud Carlos III, Majadahonda, Madrid, Spain
- Viral Immunology, Centro de Biología Molecular Severo Ochoa (CSIC-UAM), Madrid, Spain
| | - Yolanda Lao
- National Center for Microbiology, Instituto de Salud Carlos III, Majadahonda, Madrid, Spain
| | - José Luis Vicario
- Departamento de Histocompatibilidad, Centro de Transfusión de Madrid, Madrid, Spain
| | - Felipe García
- Infectious Diseases Unit, IBIDAPS, HIVACAT, Hospital Clínic, University of Barcelona, Barcelona, Spain
| | | | - Federico Pulido
- HIV Unit, Instituto de Investigación Hospital 12 de Octubre (i+12), Madrid, Spain
| | - Félix Gutierrez-Rodero
- Servicio de Medicina Interna, Unidad de Enfermedades Infecciosas, Hospital General Universitario de Elche, Alicante, Spain
| | | | | | - Pompeyo Viciana
- Laboratory of Immunovirology, Biomedicine Institute of Sevilla, Virgen del Rocío University Hospital, Clinic Unit of Infectious Diseases, Microbiology and Preventive Medicine, IBIS/CSIC/SAS/University of Sevilla, Sevilla, Spain
| | - Carlos Vilches
- Inmunogenética e Histocompatibilidad, Instituto de Investigación Sanitaria Puerta de Hierro, Majadahonda, Madrid, Spain
| | - Manuel Ramos
- National Center for Microbiology, Instituto de Salud Carlos III, Majadahonda, Madrid, Spain
- Viral Immunology, Centro de Biología Molecular Severo Ochoa (CSIC-UAM), Madrid, Spain
| | - Laura Capa
- National Center for Microbiology, Instituto de Salud Carlos III, Majadahonda, Madrid, Spain
| | - José Alcamí
- National Center for Microbiology, Instituto de Salud Carlos III, Majadahonda, Madrid, Spain
- Infectious Diseases Unit, IBIDAPS, HIVACAT, Hospital Clínic, University of Barcelona, Barcelona, Spain
| | - Margarita Del Val
- National Center for Microbiology, Instituto de Salud Carlos III, Majadahonda, Madrid, Spain
- Viral Immunology, Centro de Biología Molecular Severo Ochoa (CSIC-UAM), Madrid, Spain
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Jayakrishnan R, Lao Q, Adams SD, Ward WW, Merke DP. Revisiting the association of HLA alleles and haplotypes with CYP21A2 mutations in a large cohort of patients with congenital adrenal hyperplasia. Gene 2019; 687:30-34. [PMID: 30419250 DOI: 10.1016/j.gene.2018.11.023] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2018] [Revised: 10/03/2018] [Accepted: 11/08/2018] [Indexed: 11/20/2022]
Abstract
The CYP21A2 gene encoding 21‑hydroxylase is on chromosome 6p21.3 within the human leukocyte antigen (HLA) class III major histocompatibility complex and an association between congenital adrenal hyperplasia (CAH) due to 21‑hydroxylase deficiency and HLA class I and II alleles has been shown in genetically isolated populations. One-third of CAH causing alleles are 30-kb deletions due to homologous recombination events between active and pseudogenes resulting in chimeric genes. The aim of this study was to re-visit the association between the CYP21A2 variants and HLA polymorphisms in a large ethnically diverse cohort of patients with CAH who underwent comprehensive CYP21A2 genotyping, including specification of chimeric gene subtypes (CAH CH-1 through CH-9 of CYP21A1P/CYP21A2 chimeras; CAH-X CH-1 through CH-3 of TNXA/TNXB chimeras) in alleles with 30-kb deletions. The study population included 201 patients (86 males, 115 females, age 3-75 years) with CAH due to 21‑hydroxylase deficiency (159 classic, 42 nonclassic) and 194 parents. Based on the availability of parental genotype, we determined the haplotypes of CYP21A2 mutations and HLA types in 95 probands (190 alleles). Five prevalent haplotype associations were found: p.V281L and B*14-C*08 (P < 0.0001); p.I172N and DQB1*03 (P = 0.035); and of the chimeric genes caused by 30-kb deletions: CH-1 and A*03 (P = 0.033); CH-5 and C*06-DRB1*07 (P < 0.0001); and CAH-X CH-1 and DQB1*03 (P = 0.004). Our findings show that a number of associations between HLA alleles and haplotypes and CYP21A2 mutations, including large 30-kb deletions, exist commonly across ethnicities. These HLA associations may have clinical implications for patients with CAH and may provide insight into the genetics of this highly complex region of the human genome.
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Affiliation(s)
| | - Qizong Lao
- National Institutes of Health Clinical Center, Bethesda, MD 20892, USA
| | - Sharon D Adams
- National Institutes of Health Clinical Center, Bethesda, MD 20892, USA
| | - William W Ward
- National Institutes of Health Clinical Center, Bethesda, MD 20892, USA
| | - Deborah P Merke
- National Institutes of Health Clinical Center, Bethesda, MD 20892, USA; Eunice Kennedy Shriver National Institute of Child Health and Human Development, National Institutes of Health, Bethesda, MD 20892, USA.
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Ding SJ, Zhang Y, Zhang XM, Jiang XL, Pang B, Song YH, Wang JX, Pei YW, Zhu CF, Wang XJ, Yu XJ. Correlation Between HLA-A, B and DRB1 Alleles and Severe Fever with Thrombocytopenia Syndrome. PLoS Negl Trop Dis 2016; 10:e0005076. [PMID: 27760141 PMCID: PMC5070855 DOI: 10.1371/journal.pntd.0005076] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2016] [Accepted: 09/27/2016] [Indexed: 01/14/2023] Open
Abstract
Objective Severe fever with thrombocytopenia syndrome (SFTS) is an emerging hemorrhagic fever caused by a tick-borne bunyavirus (SFTSV) in East Asian countries. The role of human leukocyte antigen (HLA) in resistance and susceptibility to SFTSV is not known. We investigated the correlation of HLA locus A, B and DRB1 alleles with the occurrence of SFTS. Methods A total of 84 confirmed SFTS patients (patient group) and 501 unrelated non-SFTS patients (healthy individuals as control group) from Shandong Province were genotyped by PCR-sequence specific oligonucleotide probe (PCR-SSOP) for HLA-A, B and DRB1 loci.Allele frequency was calculated and compared using χ2 test or the Fisher's exact test. A corrected P value was calculated with a bonferronis correction. Odds Ratio (OR) and 95% confidence intervals (CI) were calculated by Woolf’s method. Results A total of 11 HLA-A, 23 HLA-B and 12 HLA-DRB1 alleles were identified in the patient group, whereas 15 HLA-A, 30 HLA-B and 13 HLA-DRB1 alleles were detected in the control group. The frequencies of A*30 and B*13 in the SFTS patient group were lower than that in the control group (P = 0.0341 and 0.0085, Pc = 0.5115 and 0.252). The ORs of A*30 and B*13 in the SFTS patient group were 0.54 and 0.49, respectively. The frequency of two-locus haplotype A*30-B*13 was lower in the patient group than in the control group(5.59% versus 12.27%, P = 0.037,OR = 0.41, 95%CI = 0.18–0.96) without significance(Pc>0.05). A*30-B*13-DRB1*07 and A*02-B*15-DRB1*04 had strong associations with SFTS resistance and susceptibility respectively (Pc = 0.0412 and 0.0001,OR = 0.43 and 5.07). Conclusion The host HLA class I polymorphism might play an important role with the occurrence of SFTS. Negative associations were observed with HLA-A*30, HLA-B*13 and Haplotype A*30-B*13, although the associations were not statistically significant. A*30-B*13-DRB1*07 had negative correlation with the occurrence of SFTS; in contrast, haplotype A*02-B*15-DRB1*04 was positively correlated with SFTS. Severe fever with thrombocytopenia syndrome (SFTS) is an emerging hemorrhagic fever caused by a tick-borne bunyavirus (SFTSV) in East Asian countries. The role of human leukocyte antigen (HLA) in resistance and susceptibility to SFTSV is not known. In this study, we investigated the correlation of HLA locus A, B and DRB1 alleles with the occurrence of SFTS. Our results have expanded the knowledge of the association of HLA genes with SFTS. Our study may be helpful to state the relationship between the occurrence of SFTS with HLA alleles or haplotypes and provide scientific basis for study on pathogenesis and vaccine development.
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Affiliation(s)
- Shu-jun Ding
- Department of Viral Infectious Diseases Control and Prevention, Shandong Provincial Key Laboratory of Communicable Disease Control and Prevention, Shandong Center for Disease Control and Prevention, Jinan, Shandong Province, China
| | - Yi Zhang
- HLA Lab,Blood Center of Shandong Province, Jinan, Shandong Province, China
| | - Xiao-mei Zhang
- Department of Viral Infectious Diseases Control and Prevention, Shandong Provincial Key Laboratory of Communicable Disease Control and Prevention, Shandong Center for Disease Control and Prevention, Jinan, Shandong Province, China
| | - Xiao-lin Jiang
- Department of Viral Infectious Diseases Control and Prevention, Shandong Provincial Key Laboratory of Communicable Disease Control and Prevention, Shandong Center for Disease Control and Prevention, Jinan, Shandong Province, China
| | - Bo Pang
- Department of Viral Infectious Diseases Control and Prevention, Shandong Provincial Key Laboratory of Communicable Disease Control and Prevention, Shandong Center for Disease Control and Prevention, Jinan, Shandong Province, China
| | - Yong-hong Song
- HLA Lab,Blood Center of Shandong Province, Jinan, Shandong Province, China
| | - Jian-xing Wang
- Department of Viral Infectious Diseases Control and Prevention, Shandong Provincial Key Laboratory of Communicable Disease Control and Prevention, Shandong Center for Disease Control and Prevention, Jinan, Shandong Province, China
| | - Yao-wen Pei
- Department of Viral Infectious Diseases Control and Prevention, Shandong Provincial Key Laboratory of Communicable Disease Control and Prevention, Shandong Center for Disease Control and Prevention, Jinan, Shandong Province, China
| | - Chuan-fu Zhu
- HLA Lab,Blood Center of Shandong Province, Jinan, Shandong Province, China
- * E-mail: (XJW); (XJY); (CFZ)
| | - Xian-jun Wang
- Department of Viral Infectious Diseases Control and Prevention, Shandong Provincial Key Laboratory of Communicable Disease Control and Prevention, Shandong Center for Disease Control and Prevention, Jinan, Shandong Province, China
- * E-mail: (XJW); (XJY); (CFZ)
| | - Xue-jie Yu
- School of Public Health, Shandong University, Jinan, Shandong Province, China
- Department of Pathology, University of Texas Medical Branch, Galveston, Texas, United States of America
- * E-mail: (XJW); (XJY); (CFZ)
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