Epidemiological processes leave a fingerprint in the pattern of genetic structure of virus populations. Here, we provide a new method to infer epidemiological parameters directly from viral sequence data. The method is based on phylogenetic analysis using a birth-death model (BDM) rather than the commonly used coalescent as the model for the epidemiological transmission of the pathogen. Using the BDM has the advantage that transmission and death rates are estimated independently and therefore enables for the first time the estimation of the basic reproductive number of the pathogen using only sequence data, without further assumptions like the average duration of infection. We apply the method to genetic data of the HIV-1 epidemic in Switzerland.
Abstract1 2 6 0 VOLUME 22 | NUMBER 11 | NOVEMBER 2016 nature medicine a r t i c l e s bnAbs have become blueprints for vaccine design owing to their unequalled activity against divergent HIV-1 strains and proven potency in preventing and suppressing HIV-1 infection after in vivo administration [1][2][3][4][5][6][7][8] . Elicitation of potent bnAb activity is relatively rare in natural HIV-1 infection: only 10-25% of infected individuals develop breadth, and an estimated 1% generate highly potent bnAb, or 'elite neutralization' , activity 9,10 . Although much is known about the functional properties of bnAbs, the parameters that govern their evolution in natural infection remain unknown, which is a critical limitation for vaccine development. To date, no vaccine approach has induced bnAb responses that match those elicited in natural infection 1,11 . Defining what restricts and promotes bnAb evolution in certain individuals will be crucial for devising successful vaccine regimens, as the same restrictions are likely to be encountered during immunization.Observations that bnAb activity arises predominantly in viremic individuals after several years of infection and is linked to lower CD4 + cell counts (referred to here as CD4 levels) 4,12-14 strongly suggest that prolonged exposure to viral antigen is needed for induction of bnAbs.Broadly neutralizing antibodies (bnAbs) are a focal component of HIV-1 vaccine design, yet basic aspects of their induction remain poorly understood. Here we report on viral, host and disease factors that steer bnAb evolution using the results of a systematic survey in 4,484 HIV-1-infected individuals that identified 239 bnAb inducers. We show that three parameters that reflect the exposure to antigen-viral load, length of untreated infection and viral diversity-independently drive bnAb evolution. Notably, black participants showed significantly (P = 0.0086-0.038) higher rates of bnAb induction than white participants. Neutralization fingerprint analysis, which was used to delineate plasma specificity, identified strong virus subtype dependencies, with higher frequencies of CD4-binding-site bnAbs in infection with subtype B viruses (P = 0.02) and higher frequencies of V2-glycan-specific bnAbs in infection with non-subtype B viruses (P = 1 × 10 −5 ). Thus, key host, disease and viral determinants, including subtypespecific envelope features that determine bnAb specificity, remain to be unraveled and harnessed for bnAb-based vaccine design.This may be necessary in part to allow the extensive antibody-affinity maturation that is characteristic of many HIV-1-specific bnAbs 15,16 . Similarly, antigen levels may be relevant, as bnAbs have been found to evolve less frequently in individuals with lower viral loads 1,4,13,17 . Individual case studies delineating pathways of bnAb maturation have highlighted the tight interplay between virus escape and antibody adaptation that precedes the development of a broad neutralization response [18][19][20][21][22][23] . In line with this, the viral envelop...
Rapid rebound of plasma viremia in patients after interruption of long-term combination antiretroviral therapy (cART) suggests persistence of low-level replicating cells or rapid reactivation of latently infected cells. To further characterize rebounding virus, we performed extensive longitudinal clonal evolutionary studies of HIV env C2-V3-C3 regions and exploited the temporal relationships of rebounding plasma viruses with regard to pretreatment sequences in 20 chronically HIV-1-infected patients having undergone multiple 2-week structured treatment interruptions (STI). Rebounding virus during the short STI was homogeneous, suggesting mono-or oligoclonal origin during reactivation. No evidence for a temporal structure of rebounding virus in regard to pretreatment sequences was found. Furthermore, expansion of distinct lineages at different STI cycles emerged. Together, these findings imply stochastic reactivation of different clones from long-lived latently infected cells rather than expansion of viral populations replicating at low levels. After treatment was stopped, diversity increased steadily, but pretreatment diversity was, on average, achieved only >2.5 years after the start of STI when marked divergence from preexisting quasispecies also emerged. In summary, our results argue against persistence of ongoing lowlevel replication in patients on suppressive cART. Furthermore, a prolonged delay in restoration of pretreatment viral diversity after treatment interruption demonstrates a surprisingly sustained evolutionary bottleneck induced by punctuated antiretroviral therapy.HIV-1 ͉ latent reservoir ͉ structured treatment interruption ͉ viral diversity ͉ coreceptor usage
Microbial superantigens (SAGs) have been implicated in the pathogenesis of human autoimmune diseases. Preferential expansion of the Vveta7 T cell receptor positive T cell subset in patients suffering from acute-onset type I diabetes has indicated the presence of a surface membrane-bound SAG. Here, we have isolated a novel mouse mammary tumor virus-related human endogenous retrovirus. We further show that the N-terminal moiety of the envelope gene encodes an MHC class II-dependent SAG. We propose that expression of this SAG, induced in extrapancreatic and professional antigen-presenting cells, leads to beta-cell destruction via the systemic activation of autoreactive T cells. The SAG encoded by this novel retrovirus thus constitutes a candidate autoimmune gene in type I diabetes.
We performed a phylogenetic analysis of caprine and ovine lentiviruses using long sequences in gag and pol of 104 new Swiss isolates and six available corresponding database sequences. Forty-five isolates, forming five sequence clusters, were unclassifiable by the present classification. Pairwise DNA distance analysis indicated different categories of relatedness, requiring a new classification system. We propose four principal sequence groups, A-D, which differ by 25-37%. Groups A and B are further divided into subtypes which differ by 15-27%. Group D and four of the seven group A subtypes, A3, A4, A5 and A7, are formed by new Swiss isolates. Molecular epidemiology revealed that Swiss B1 strains differed no more from French, Brazilian or US strains than from each other, suggesting virus propagation through international livestock trade. Furthermore, infection of goats by subtypes A3 or A4 was significantly associated with documented contact with sheep, which also harbor these subtypes, thus indicating regularly occurring sheep-to-goat transmission.
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