Riddler, S. A. | Search bioRxiv

bioRxiv2020

Tissue specificity-aware TWAS (TSA-TWAS) framework identifies novel associations with metabolic, immunologic, and virologic traits in HIV-positive adults

As a type of relatively new methodology, the transcriptome-wide association study (TWAS) has gained interest due to capacity for gene-level association testing. However, the development of TWAS has outpaced statistical evaluation of TWAS gene prioritization performance. Current TWAS methods vary in underlying biological assumptions about tissue specificity of transcriptional regulatory mechanisms. In a previous study from our group, this may have affected whether TWAS methods better identified associations in single tissues versus multiple tissues. We therefore designed simulation analyses to examine how the interplay between particular TWAS methods and tissue specificity of gene expression affects power and type I error rates for gene prioritization. We found that cross-tissue identification of expression quantitative trait loci (eQTLs) improved TWAS power. Single-tissue TWAS (i.e., PrediXcan) had robust power to identify genes expressed in single tissues, but, had high false positive rates for genes that are expressed in multiple tissues. Cross-tissue TWAS (i.e., UTMOST) had overall equal or greater power and controlled type I error rates for genes expressed in multiple tissues. Based on these simulation results, we applied a tissue specificity-aware TWAS (TSA-TWAS) analytic framework to look for gene-based associations with pre-treatment laboratory values from AIDS Clinical Trial Group (ACTG) studies. We replicated several proof-of-concept transcriptionally regulated gene-trait associations, including UGT1A1 (encoding bilirubin uridine diphosphate glucuronosyl transferase enzyme) and total bilirubin levels (p = 3.59x10-12), and CETP (cholesteryl ester transfer protein) with high-density lipoprotein cholesterol (p = 4.49x10-12). We also identified several novel genes associated with metabolic and virologic traits, as well as pleiotropic genes that linked plasma viral load, absolute basophil count, and/or triglyceride levels. By highlighting the advantages of different TWAS methods, our simulation study promotes a tissue specificity-aware TWAS analytic framework that revealed novel aspects of HIV-related traits. publicly available.

bioinformatics↗

bioRxiv2020

Dendritic cells focus CTL responses toward highly conserved and topologically important HIV epitopes

During early HIV Infection, immunodominant T cell responses to highly variable epitopes lead to the selection and expansion of immune escape variants. As a potential therapeutic strategy, we assessed a specialized type 1-polarized monocyte-derived DC dendritic cell (MDC1)-based approach to selectively elicit functional CD8+ cytotoxic T lymphocyte (CTL) responses against highly conserved and topologically important HIV epitopes. Cells were obtained from 10 HIV-infected individuals in the Thailand RV254/SEARH010 cohort who initiated suppressive anti-retroviral therapy (ART) during Fiebig stages I to IV of early infection. Autologous MDC1 were generated for use as peptide antigen presenting cells to induce ex vivo CTL responses against HIV Gag, Pol, Env and Nef. Ultra-conserved (Epigraph) or topologically important (Network) antigens were respectively identified using the Epigraph tool and a structure-based network analysis approach, and each compared to overlapping peptides spanning the entire Gag proteome. MDC1 loaded with either overlapping Gag, Epigraph, or Network 14-21mer peptide pools were consistently capable of activating and expanding HIV-specific T cells to epitopes identified at the 9-13mer peptide level. Some CTL responses occurred outside of known or expected HLA associations, providing evidence of new HLA-associated CTL epitopes. Comparative analyses of peptide pools demonstrated more sequence conservation among the Epigraph antigens, but statistically higher magnitude of CTL responses to Network and Gag peptide groups. Importantly, when select Gag antigens used to initiate the cultures were part of the Network peptide pool, CTL responses directed against these topologically important epitopes were enhanced as compared to when they were included within the complete pool of overlapping Gag peptides. Our study supports that MDC1 can be used to effectively focus CTL responses toward potentially fitness-constrained regions of HIV as a therapeutic strategy to prevent HIV immune escape and control viral replication. Author summaryA major hurdle in the development of a successful HIV immunotherapy is the capacity of the virus to evade the immune response by efficiently establishing epitope variants in response to selective pressure. While effective at suppressing viremia, current regimens of antiretroviral therapy (ART) are not curative. Therefore, achieving immune control of HIV upon cessation of ART as a functional cure, similar to that observed in elite controllers (EC), has been a major therapeutic goal. Such immune control is realized through the actions of antigen-specific cytotoxic T cell lymphocytes (CTL) capable of specifically targeting sequence-conserved epitopes in HIV. In this study, a specialized, antigen presenting, dendritic cell (DC)-based vaccine strategy was used to elicit HIV specific CTL responses in vitro against carefully selected, ultra-conserved and topologically important epitopes. This DC-based approach yielded broad responses against peptide epitopes of both known and unknown HLA-associations, the latter of which implies the uncovering of potentially novel epitopes. Importantly, we demonstrate that CTL responses can be re-directed or focused toward potentially more fitness-constrained regions of the virus, thus highlighting the potential for DC-based therapies to induce immune responses that circumvent the issue of viral escape.

immunology↗