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Antiretroviral resistance in clinical practice.

Despite the success of potent combination therapy against HIV, a large proportion of patients experiences treatment failure. Due to the high degree of plasticity of the HIV genome, ongoing virus replication in the presence of drug pressure will result in the selection of virus mutants with reduced drug susceptibility. As a result, antiretroviral drug-resistance is a common denominator in treatment failure. Two methods, genotyping and phenotyping, are commercially available for measuring resistance in clinical samples. Whereas genotyping detects resistance-conferring mutations in the HIV reverse transcriptase and protease genes, the recombinant virus assay is a newly developed phenotyping technique which determines drug-susceptibility in a virus culture assay. With both methods, result interpretation remains challenging. Retrospective studies and randomized controlled clinical trials support the clinical utility of resistance testing in the setting of treatment failure. The optimal applications of resistance testing in a variety of other clinical settings remain to be defined.

Acquired Immunodeficiency Syndrome↗

Inhibitors of virus replication: recent developments and prospects.

The search for inhibitors of viral replication is dependent on understanding the events taking place at the molecular level during viral infection. All the essential steps during the viral life cycle are potential targets for antiviral drugs. Classical inhibitors of herpesvirus replication cause chain termination during viral DNA replication. Similarly, the HIV reverse transcriptase is the major target of anti-HIV compounds. The broad-spectrum antiviral agent ribavirin affects viral nucleic acid replication by multiple mechanisms. Another major enzyme encoded by many viruses is a protease responsible for the processing of virus-encoded polyproteins. The HIV protease has been very successfully targeted, and hepatitis C virus and rhinovirus protease inhibitors are being actively developed. The complex series of interactions during virus entry is a rapidly emerging and promising target for inhibitors of HIV and many other viruses. New anti-influenza drugs inhibit virus release from infected cells. Several stages of the viral life cycle remain incompletely characterized and are therefore poorly exploited in antiviral strategies. These include, among others, the RNA capping reactions catalyzed by many viruses, as well as the membrane association of replication complexes which is common to all positive-strand RNA viruses.

Antiviral Agents↗

Lamivudine can exert a modest antiviral effect against human immunodeficiency virus type 1 containing the M184V mutation.

The M184V mutation in human immunodeficiency virus (HIV) reverse transcriptase is associated with high-level resistance to both (-)2',3'-dideoxy-3'-thiacytidine (3TC) and (-)2',3'-dideoxy-5-fluoro-3'-thiacytidine as well as low-level resistance to 2',3'-dideoxyinosine, 2',3'-dideoxycytidine, and abacavir. This mutation is also associated with diminished HIV replicative fitness as well as several functional changes in enzyme activity, including diminutions in polymerase processivity, pyrophosphorylysis, and nucleotide primer unblocking. Despite the fact that M184V encodes up to 1,000-fold resistance to 3TC, we asked whether this drug might still display some antiviral effect in regard to viruses containing this mutation. Cell-free assays revealed that high concentrations of 3TC triphosphate (i.e., >100 micro M) could affect chain termination and/or inhibit purified reverse transcriptase containing the M184V substitution. This effect became more pronounced with elongation of reverse transcriptase products. In newly infected cells (i.e., peripheral blood mononuclear cells), we found that the amount of full-length reverse transcriptase product was diminished in the presence of 2 to 10 micro M 3TC, although no decrease in the first product of the reverse transcriptase reaction, i.e., minus strong-stop DNA, was observed. In the presence of two other HIV inhibitors, e.g., nevirapine and indinavir, 3TC exerted additive effects in tissue culture at concentrations only marginally higher than the 50% inhibitory concentration (IC(50)). Reverse transcriptases cloned from clinical isolates harboring M184V in the context of multidrug resistance had similar IC(50) values for 3TC triphosphate compared to reverse transcriptase containing only the M184V mutation. These results suggest that viruses containing M184V can retain a higher degree of sensitivity to 3TC than previously assumed.

HIV Reverse Transcriptase↗

Assessing different classification methods for virtual screening.

How well do different classification methods perform in selecting the ligands of a protein target out of large compound collections not used to train the model? Support vector machines, random forest, artificial neural networks, k-nearest-neighbor classification with genetic-algorithm-optimized feature selection, trend vectors, naïve Bayesian classification, and decision tree were used to divide databases into molecules predicted to be active and those predicted to be inactive. Training and predicted activities were treated as binary. The database was generated for the ligands of five different biological targets which have been the object of intense drug discovery efforts: HIV-reverse transcriptase, COX2, dihydrofolate reductase, estrogen receptor, and thrombin. We report significant differences in the performance of the methods independent of the biological target and compound class. Different methods can have different applications; some provide particularly high enrichment, others are strong in retrieving the maximum number of actives. We also show that these methods do surprisingly well in predicting recently published ligands of a target on the basis of initial leads and that a combination of the results of different methods in certain cases can improve results compared to the most consistent method.

Algorithms↗

Insertion of a peptide from MuLV RT into the connection subdomain of HIV-1 RT results in a functionally active chimeric enzyme in monomeric conformation.

The natural form of the human immunodeficiency virus type one reverse transcriptase (HIV-1 RT) found in virion particles is a heterodimer composed of the p66 and p51 subunits. The catalytic activity resides in the larger subunit in the heterodimeric (p66/p51) enzyme while in the monomeric form it is inactive. In contrast, Murine leukemia virus RT (MuLV RT) is functionally active in the monomeric form. In the primary amino acid sequence alignment of MuLV RT and HIV-1 RT, we have identified three specific regions in MuLV RT, that were missing in HIV-1 RT. In a separate study, we have shown that a chimeric RT construct comprising of the polymerase domain of HIV-1 RT and RNase-H domain of MuLV RT is functionally active as monomer [20]. In this communication, we demonstrate that insertion of a peptide (corresponding to amino acid residues 480-506) from the connection subdomain of MuLV RT into the connection subdomain of HIV-1 RT (between residues 429 and 430) results in a functionally active monomeric chimeric RT. Furthermore, this chimeric enzyme does not dimerize with exogenously added p51 subunit of HIV-1RT. Functional analysis of the chimeric RT revealed template specific variations in its catalytic activity. The chimeric enzyme catalyzes DNA synthesis on both heteropolymeric DNA and homopolymeric RNA (poly rA) template but curiously lacks reverse transcriptase ability on heteropolymeric RNA template. Similar to MuLV RT, the polymerase activity of the chimeric enzyme is not affected by acetonitrile, a reagent which dissociates dimeric HIV-1 RT into inactive monomers. These results together with a proposed 3-D molecular model of the chimeric enzyme suggests that the insertion of the missing region may induce a change in the spatial position of RNase H domain such that it is functionally active in monomeric conformation.

Acetonitriles↗

Association between presence of HLA-B*5701, HLA-DR7, and HLA-DQ3 and hypersensitivity to HIV-1 reverse-transcriptase inhibitor abacavir.

BACKGROUND: The use of abacavir--a potent HIV-1 nucleoside-analogue reverse-transcriptase inhibitor--is complicated by a potentially life-threatening hypersensitivity syndrome in about 5% of cases. Genetic factors influencing the immune response to abacavir might confer susceptibility. We aimed to find associations between MHC alleles and abacavir hypersensitivity in HIV-1-positive individuals treated with abacavir. METHODS: MHC region typing was done in the first 200 Western Australian HIV Cohort Study participants exposed to abacavir. Definite abacavir hypersensitivity was identified in 18 cases, and was excluded in 167 individuals with more than 6 weeks' exposure to the drug (abacavir tolerant). 15 individuals experienced some symptoms but did not meet criteria for abacavir hypersensitivity. p values were corrected for comparisons of multiple HLA alleles (p(c)) by multiplication of the raw p value by the estimated number of HLA alleles present within the loci examined. FINDINGS: HLA-B*5701 was present in 14 (78%) of the 18 patients with abacavir hypersensitivity, and in four (2%) of the 167 abacavir tolerant patients (odds ratio 117 [95% CI 29-481], p(c)<0.0001), and the HLA-DR7 and HLA-DQ3 combination was found in 13 (72%) of hypersensitive and five (3%) of tolerant patients (73 [20-268], p(c)<0.0001 ). HLA-B*5701, HLA-DR7, and HLA-DQ3 were present in combination in 13 (72%) hypersensitive patients and none of the tolerant patients (822 [43-15 675], p(c)<0.0001). Other MHC markers also present on the 57.1 ancestral haplotype to which the three markers above belong confirmed the presence of haplotype-specific linkage disequilibrium, and mapped potential susceptibility loci to a region bounded by C4A6 and HLA-C. Within the entire abacavir-exposed cohort (n=200), presence of HLA-B*5701, HLA-DR7, and HLA-DQ3 had a positive predictive value for hypersensitivity of 100%, and a negative predictive value of 97%. INTERPRETATION: Genetic susceptibility to abacavir hypersensitivity is carried on the 57.1 ancestral haplotype. In our population, withholding abacavir in those with HLA-B*5701, HLA-DR7, and HLA-DQ3 should reduce the prevalence of hypersensitivity from 9% to 2.5% without inappropriately denying abacavir to any patient.

Adult↗

A pharmacophore docking algorithm and its application to the cross-docking of 18 HIV-NNRTI's in their binding pockets.

The docking of small molecules into the binding site of a target protein is an important but difficult step in structure-based drug design. The performance of a docking algorithm is usually evaluated by re-docking ligands into their native binding sites. We have explored the cross-docking of 18 HIV-NNRTIs (non-nucleoside inhibitors of HIV reverse transcriptase) of which the ligand-protein structure has been determined: each of the 18 ligands was docked into each of the 18 binding sites. The docking algorithms studied are an energy-based simulated annealing algorithm and a novel pharmacophore docking algorithm. It turns out that the energy-based docking of the ligands into non-native pockets is far less successful than the docking into their native pockets. The results can be improved by using explicit pharmacophore information, and by docking a ligand into a panel of protein structures and selecting the ligand-protein combination with the lowest interaction energy as the final result.

Algorithms↗

Emtricitabine: new preparation. An antiretroviral very similar to lamivudine.

(1) The current first-line treatment for HIV infection is a combination of at least two nucleoside (or nucleotide) inhibitors of HIV reverse transcriptase, and one non nucleoside inhibitor or at least one HIV protease inhibitor. (2) Emtricitabine is the eighth nucleoside/nucleotide inhibitor to be marketed in France. It has a similar chemical structure to lamivudine. (3) Evaluation of emtricitabine use in adults contains data from four comparative trials, two in treatment-naive patients and two in patients who were already receiving a virologically effective treatment. Emtricitabine combination therapy was no more effective than lamivudine combination therapy on either viral load or the CD4+ lymphocyte count. (4) Only non comparative trials are available in children. (5) In clinical trials, the adverse effects of emtricitabine were similar to those of lamivudine, including headache, pain, fatigue, fever, abdominal pain, nausea, vomiting, and diarrhea. (6) Viral strains resistant to emtricitabine are also resistant to lamivudine, and vice versa. (7) Emtricitabine, like other nucleoside inhibitors (lamivudine, didanosine, tenofovir), can be taken once a day by mouth. (8) In practice, emtricitabine is indistinguishable from lamivudine and does not offer any advance for patients living with HIV/AIDS.

Adult↗

HIV-1 subtype C reverse transcriptase and protease genotypes in Zimbabwean patients failing antiretroviral therapy.

HIV-1 drug resistance mutations have been identified and characterized mostly in subtype B HIV-1 infection. The extent to which antiretroviral drugs select for drug resistance mutations in non-subtype B HIV-1 is not known. We obtained HIV-1 reverse transcriptase (RT) and protease sequences from 21 Zimbabwean patients failing antiretroviral drug therapy. We compared these sequences with 56 published RT and protease subtype C sequences from untreated patients, 990 RT and 1140 protease subtype B sequences from treated patients, and 340 RT and 907 protease subtype B sequences from untreated patients and identified four mutation categories of subtype C HIV-1. Seventeen of the 21 patients (81%) had known drug resistance mutations. Mutations at 15 RT and 11 protease positions were more common in subtype C isolates than in subtype B isolates. HIV-1 subtype C-infected individuals receiving antiretroviral therapy develop many of the known subtype B drug resistance mutations. Comparison of subtype C RT and protease sequences with a large database of subtype B sequences identified subtype C-specific polymorphisms and candidate drug resistance mutations.

Anti-HIV Agents↗

In vitro expansion of GGC:GCC repeats: identification of the preferred strand of expansion.

The human fragile-X syndrome, a major cause of inherited mental retardation, is associated with expansion of the trinucleotide repeat GGC:GCC. Repetitive sequences in DNA are subject to slippage during catalysis by DNA polymerases. We characterized the extent of slippage of synthetic GGC:GCC repeats by various DNA polymerases: Taq DNA polymerase, Klenow fragment of DNA polymerase I, DNA Sequence, DNA polymerase-alpha and polymerase-beta, as well as HIV reverse transcriptase. All of these enzymes were found to expand GGC:GCC repeats, with the most extensive expansion exhibited by Taq DNA polymerase. Starting with a template and primer, each 15 nucleotides (nt) in length, the product of one round of synthesis by Taq polymerase is as long as 250 nt. Sequence analysis of cloned DNA fragments expanded by Taq polymerase indicates that expansion involves multiple triplet additions and that it is asymmetric. The asymmetric distribution of terminal nucleotides in the expanded product is consistent with active expansion of the GCC strand and passive additions onto the GGC strand. The preferential elongation and expansion of the GCC strand was confirmed in studies utilizing longer repeats within a single-stranded M-13 template.

Base Sequence↗

Quantitative structure-activity relationship studies on some anti-human-immunodeficiency-virus-1 (anti-HIV-1) drugs: viral reverse transcriptase inhibitors.

The anti-HIV-1 activity of some 3-[(benzoxazol-2-ylmethyl)amino]-, 3-[(benzoxazol-2-yl)ethyl]-, 3-[N-(phthalimidomethyl)amino]- and 3-[N-(phthalimido)ethyl]-5-ethyl-6-methyl pyridin-2(1H)-one derivatives, that have been found to elicit their action through the allosteric inhibition of the enzyme viral reverse transcriptase (VRT), have been analysed in relation to the physicochemical properties of the molecules. Significant correlations were obtained between the activity and the hydrophobic and electronic constants of substituents and van der Waals' volume of the linker chain. Based on these findings the mechanism of action of these drugs is discussed.

Anti-HIV Agents↗

Recognition of HIV-derived B and T cell epitopes displayed on filamentous phages.

The amino acid sequence of HIV reverse transcriptase (RT) from residue 248 to residue 262 was expressed on the surface of filamentous phage fd, fused to the major coat protein gVIIIp. The chimeric phage was used to assess the ability of anti-RT (248-262) human T cell lines and clones to become activated by the phage-displayed peptide. The RT peptide displayed on phage was recognized by the T-cells and induced production of Abs. However, not all T cells raised against the synthetic RT (248-262) peptide could respond. Lack of recognition did not depend on differences in the ability of different APCs to present the phage, but was apparently determined by the TCR specificity. The results presented here may be relevant to the design of recombinant protein-based subunit vaccines.

Animals↗

4"-H-TSAO-T, a novel prototype in the HIV-1 specific TSAO family.

The first TSAO derivative that lacks the amino group at the 3'-spiro moiety has been prepared. This molecule retained its HIV-1 specificity (NNRTI characteristic) but did not select for any of the classical NNRTI-specific mutations in the NNRTI binding pocket, including 138-Lys (TSAO resistant strain).

Anti-HIV Agents↗

The role of the loop in binding of an actinomycin D analog to hairpins formed by single-stranded DNA.

Our recent work has indicated that the potent antibiotic and antitumor agent actinomycin D has the ability to selectively bind and stabilize single-stranded DNA that is capable of adopting a hairpin conformation. This mechanism of DNA binding has been implicated in the drug's ability to inhibit transcription by HIV reverse transcriptase from single-stranded DNA templates. In this report, we studied the importance of the hairpin loop on the ability of the 7-amino analog of actinomycin D to selectively bind DNA hairpins. Binding dissociation constant (Kd) values were determined to be 0.22 +/- 0.11 microM for the hairpin formed from the single-stranded DNA 5'-AAAAAAATAGTTTTAAATATTTTTTT-3' (dubbed HP1). The hairpin stem without the loop resulted in binding with Kd = 2.6 +/- 0.9 microM. The drug showed low affinity for the HP1 strand fully duplexed to its complementary sequence (estimated to be at least Kd > 21 microM). Evaluation of 7-aminoactinomycin D binding to a library of thermodynamically characterized DNA hairpins revealed an affinity for the hairpin-forming sequence 5'-GGATACCCCCGTATCC-3' (dubbed ACC4) of Kd = 6.8 +/- 2.2 microM. Replacement of the terminal guanines of this sequence to generate 5'-ATATACCCCCGTATAT-3' resulted in a 10-fold increase in affinity for this hairpin compared to ACC4, to Kd = 0.74 +/- 0.06 microM. A molecular model of the ACC4actinomycin D complex reveals that significant interactions between the hairpin loop and the pentapeptide rings of the drug must occur during drug binding. Taken together, our data indicate that the composition of the stem-loop interface is critical for the selectivity of actinomycin D and its 7-amino analog for DNA hairpins and suggests that novel drugs may be designed based on selection for the desired hairpin composition.

Anti-Bacterial Agents↗

Frequencies of tetramer+ T cells specific for the wild-type sequence p53(264-272) peptide in the circulation of patients with head and neck cancer.

Immunization with wild-type sequence (wt) p53 epitopes represents a novel therapeutic strategy for cancer patients with tumors accumulating mutant p53. To evaluate usefulness of p53-derived peptides as future cancer vaccines, frequencies of wt p53(264-272) peptide-specific CD8+ T cells were determined in the peripheral circulation of patients with squamous cell carcinoma of the head and neck (SCCHN). T cells of 30 HLA-A2.1+ patients and 31 HLA-A2.1+ healthy individuals were evaluated by multicolor flow cytometry analysis using peptide-HLA-A2.1 complexes (tetramers). T cells specific for an influenza matrix peptide (a model recall antigen) or an HIV reverse transcriptase peptide (a model novel antigen) were studied in parallel. Patients with SCCHN had a significantly higher mean frequency of CD8+ T cells specific for wt p53(264-272) than normal donors (P = 0.0041). Surprisingly, the frequency of epitope-specific T cells in the circulation of patients did not correlate with p53 accumulation in the tumor. In patients whose tumors had normal p53 expression or had p53 gene mutations preventing presentation of this epitope, high frequencies of wt p53(264-272)-specific CD8+ T cells were found, of which many were memory T cells. In contrast, patients whose tumors accumulated p53 had low frequencies of wt p53(264-272)-specific CD8+ T cells, which predominantly had a naive phenotype and were unable to proliferate ex vivo in response to the epitope, as reported by us previously (T. K. Hoffmann, J. Immunol., 165: 5938-5944, 2000). This seemingly contradictory relationship between the high frequency of epitope-specific T cells and wt p53 expression in the tumor suggests that other factors may contribute to the observed anti-p53 responses. Human papillomavirus-16 E6/E7 expression is common in SCCHN, and E6 is known to promote presentation of wt p53 epitopes. Although human papillomavirus-16 E6/E7 expression was detected in 46% of the tumors, it did not correlate with the frequency of wt p53(264-272)-specific CD8+ T cells or with p53 expression in the tumor. These findings emphasize the complexity of interactions between the tumor and the host immune system, and, thus, have particularly important implications for future p53-based immunization strategies.

Antibodies, Neoplasm↗

Reverse transcriptase mutations 118I, 208Y, and 215Y cause HIV-1 hypersusceptibility to non-nucleoside reverse transcriptase inhibitors.

BACKGROUND: HIV-1 hypersusceptibility to non-nucleoside reverse transcriptase inhibitors (NNRTI) improves the response to NNRTI-containing regimens. The genetic basis for NNRTI hypersusceptibility was partly defined in our earlier analyses of a paired genotype-phenotype dataset of viral isolates from treatment-experienced patients, in which we identified reverse transcriptase mutations V118I, H208Y, and T215Y as being strongly associated with NNRTI hypersusceptibility. OBJECTIVES: We evaluated the role of these mutations in NNRTI hypersusceptibility by site-directed mutagenesis and phenotypic analysis of HIV-1 recombinants. METHODS: Drug susceptibility and replication capacity were determined in single cycle assays. Hypersusceptibility was defined by a statistically significant (P < 0.01; Student's t-test) mean fold-change in 50% inhibitory concentration (IC50) of less than 0.4. RESULTS: The single mutations V118I, H208Y, and T215Y did not show hypersusceptibility to efavirenz with mean fold-change of 0.58, 0.55, and 0.70, respectively (P < 0.01 and P = 0.12). The H208Y/T215Y and V118I/H208Y/T215Y mutants showed marked hypersusceptibility to efavirenz, having mean fold-change values of 0.27 and 0.20, respectively (P < 0.001). In addition, H208Y/T215Y, V118I/T215Y, and V118I/H208Y/T215Y were hypersusceptible to delavirdine and nevirapine. The V118I/T215Y mutant was not replication impaired; whereas H208Y/T215Y and V118I/H208Y/T215Y had significantly (P < 0.01) reduced replication capacities of 40 and 35% of wild-type, respectively. CONCLUSION: Different combinations of V118I, H208Y, and T215Y produce NNRTI hypersusceptibility. The V118I/T215Y mutant is hypersusceptible to delavirdine and nevirapine without reduced replication capacity, whereas the H208Y/T215Y and V118I/H208Y/T215Y mutants are hypersusceptible to all NNRTI and show impaired replication. These findings suggest that more than one mechanism is involved in NNRTI hypersusceptibility.

Alkynes↗

Kinetic analysis of pausing and fidelity of human immunodeficiency virus type 1 reverse transcription.

Human immunodeficiency virus type 1 (HIV-1) reverse transcriptase catalyzes DNA synthesis from RNA and DNA templates by a sequential mechanism. This enzyme is neither processive nor distributive but has a rather intermediate behavior; at any template position, there is a certain probability that the replica strand will be extended, which we define as extensibility. The extensibility depends on the substrate concentration, i.e. on the concentration of the cognate (and to a smaller extent of the noncognate) deoxynucleoside triphosphates, in a typical Michaelis-Menten mode. The extensibility varies from position to position in a sequence-dependent manner, being particularly low at certain sites, accordingly called pause sites. The rate and fidelity of successive incorporation of nucleotides were measured and then compared with numerical integrations of the pertinent rate equations, which were composed to describe a suitable reaction mechanism and parameterized starting starting with rate constants reported in the literature. We found that agreement between stimulation and experiment requires two-step binding of enzyme to the template-primer. In an initial second-order step, an "outer" binary complex is rapidly formed; this is followed by a slower conformational change into an "inner" complex. During multiple rounds of nucleotide incorporation, the complex remains in the inner form; the rate-determining step for enzyme release is the reversion from the inner to the outer complex, with a standard rate constant of 0.2s-1. This rate constant may be significantly increased at pause sites. In order to match the experimental results, the standard rate constants had to be modified for pause sites. At low concentrations or in the absence of the cognate nucleotide, the site-specific misinsertion frequency, a function of the nucleotide pool is bias and of the efficiency to discriminate against a noncognate nucleotide, can be determined from the dependence of extensibility on concentration of cognate and noncognate substrates. The error frequency was found to be somewhat smaller than the misinsertion frequency, because mismatches are extended less efficiently than matched pairs.

Catalysis↗

Rapid screening of phenotypic resistance to nevirapine by direct analysis of HIV type 1 reverse transcriptase activity in plasma.

Drug susceptibility testing for the clinical management of human immunodeficiency virus type 1 (HIV-1)-infected persons is often curtailed because such testing is expensive and time consuming. We describe a non-culture-based phenotypic assay for the rapid analysis of HIV-1 resistance to nevirapine. The assay measures the susceptibility of plasma reverse transcriptase (RT) activity to inhibition by nevirapine by using the PCR-based Amp-RT assay. Assay validation was made using two reference wild-type (WT) and six other nevirapine-resistant (>100-fold) HIV-1 isolates. Amp-RT IC50 values were found to correlate with those obtained by a conventional replication-based assay. The results also indicated that 50 microM nevirapine can be used in a single screening test to detect nevirapine resistance. Analysis of virus mixtures showed a detection threshold of 10% of nevirapine-resistant HIV-1 in a background of WT virus. To evaluate the assay on clinical samples, 30 plasma specimens collected longitudinally from 4 patients before and after treatment with nevirapine were analyzed, and results were compared with codon 181 genotypes. Preteatment samples and those obtained during the first 6 days of therapy (n = 21) were sensitive to nevirapine, and none had detectable Y181C mutation. Phenotypic resistance was seen in eight samples obtained after 1 week of treatment and was correlated with detection of the Y181C mutation. An increase in the level of phenotypic resistance was seen over time. These data validate this rapid and simple assay for monitoring phenotypic resistance to nevirapine.

Anti-HIV Agents↗