Generative Artificial Intelligence-Assisted Protein Design Must Consider Repurposing Potential.

Generative artificial intelligence software used for chemical and protein design has repurposing potential. We propose careful discussion in the biotech community on security considerations of such technologies and serious consideration of restrictions to control who can access the software and what applications it is used for.

Preventing AI From Creating Biochemical Threats.

We have previously applied our machine learning models for bioactivity and toxicity along with a generative algorithm to develop VX and tens of thousands of analogues. The publication brought attention to the ease of designing chemical warfare agents. In this Viewpoint, we discuss 10 recommendations to prevent future biochemical threats.

Dual Use of Artificial Intelligence-powered Drug Discovery.

An international security conference explored how artificial intelligence (AI) technologies for drug discovery could be misused for de novo design of biochemical weapons. A thought experiment evolved into a computational proof.

Assessing emerging technologies from an arms control perspective.

Developments in science and technology improve health and wellbeing of humankind, for example with better methods to detect and treat diseases. However, some advances have led to the development of weapons of mass destruction: chemical and biological weapons. Although banned by international treaties, chemical weapons have been used in recent years in assassinations and the Syrian civil war. Additionally, biological weapons became the subject of recent suspicions and allegations. While not limited to these fields, the so-called dual-use potential-the possibility to apply aspects both with benevolent or malevolent intentions-is especially pronounced in the life sciences. Here, we showcase some areas explored at the conference series Spiez CONVERGENCE that facilitates an exchange between science, arms control and international security. Together, these communities discuss the potential impact of life scientific advances on the Chemical and Biological Weapons Conventions. Enabled by digital technologies, DNA sequencing and synthesis provide the toolbox to (re)construct viruses and cells, which demonstrated invaluable during the COVID-19 pandemic but bear the misuse risk to allow intentionally triggering an outbreak. Open databases and algorithms could be used to generate new chemical weapons. We argue that preventing unintended consequences of life science research while promoting its benefits with responsible science, requires awareness and reflection about unexpected risks of everyone involved in the research process. The strength of the ban of chemical and biological weapons also depends on scientists interacting with policy makers in evaluating risks and implementing measures to reduce them.

ARC: An Open Web-Platform for Request/Supply Matching for a Prioritized and Controlled COVID-19 Response.

In 2020 the world was hit by the COVID-19 pandemic putting entire governments and civil societies in crisis mode. Around the globe unprecedented shortages of equipment and qualified personnel were reported in hospitals and diagnostic laboratories. When a crisis is global, supply chains are strained worldwide and external help may not be readily available. In Switzerland, as part of the efforts of the Swiss National COVID-19 Science Task Force, we developed a tailor-made web-based tool where needs and offers for critical laboratory equipment and expertise can be brought together, coordinated, prioritized, and validated. This Academic Resources for COVID-19 (ARC) Platform presents the specialized needs of diagnostic laboratories to academic research groups at universities, allowing the sourcing of said needs from unconventional supply channels, while keeping the entities tasked with coordination of the crisis response in control of each part of the process. An instance of the ARC Platform is operated in Switzerland (arc.epfl.ch) catering to the diagnostic efforts in Switzerland and sourcing from the Swiss academic sector. The underlying technology has been released as open source so that others can adopt the customizable web-platform for need/supply match-making in their own relief efforts, during the COVID-19 pandemic or any future disaster.

The preferential selection of K65R in HIV-1 subtype C is attenuated by nucleotide polymorphisms at thymidine analogue mutation sites.

OBJECTIVES: We recently reported the preferential selection of the K65R resistance mutation in subtype C HIV-1 compared with subtype B and showed the underlying mechanism to be dependent on subtype C-specific silent nucleotide polymorphisms, i.e. genomic mutations that change the genotype but not the phenotype. The number of clinical reports demonstrating elevated numbers of K65R nevertheless suggests the existence of factors limiting the increased incidence of K65R mutations. Thus, we investigated the contributions of subtype C-specific silent nucleotide polymorphisms at thymidine analogue mutation (TAM) sites 70, 210 and/or 219 that might reduce the previously described preferential selection of K65R in subtype C HIV-1 associated with subtype C-specific nucleotide polymorphisms at sites 64/65. METHODS: Cell culture drug selections were performed with various drugs in MT2 cells. RESULTS: The use of nucleoside/nucleotide reverse transcriptase inhibitors [N(t)RTIs] as single drugs or in combination confirmed the more frequent selection of K65R by multiple N(t)RTIs in a subtype B virus that contained the 64/65 nucleotide polymorphisms of subtype C than in a wild-type subtype B virus. This effect was attenuated in the presence of several silent TAM nucleotide polymorphisms, except when stavudine was employed in the selection protocol. CONCLUSIONS: These results further demonstrate that stavudine can preferentially select for K65R in subtype C virus and also provide a basis for understanding the importance of silent nucleotide polymorphisms in regard to altered HIV drug resistance profiles.

A template-dependent dislocation mechanism potentiates K65R reverse transcriptase mutation development in subtype C variants of HIV-1.

Numerous studies have suggested that the K65R reverse transcriptase (RT) mutation develops more readily in subtype C than subtype B HIV-1. We recently showed that this discrepancy lies partly in the subtype C template coding sequence that predisposes RT to pause at the site of K65R mutagenesis. However, the mechanism underlying this observation and the elevated rates of K65R development remained unknown. Here, we report that DNA synthesis performed with subtype C templates consistently produced more K65R-containing transcripts than subtype B templates, regardless of the subtype-origin of the RT enzymes employed. These findings confirm that the mechanism involved is template-specific and RT-independent. In addition, a pattern of DNA synthesis characteristic of site-specific primer/template slippage and dislocation was only observed with the subtype C sequence. Analysis of RNA secondary structure suggested that the latter was unlikely to impact on K65R development between subtypes and that Streisinger strand slippage during DNA synthesis at the homopolymeric nucleotide stretch of the subtype C K65 region might occur, resulting in misalignment of the primer and template. Consequently, slippage would lead to a deletion of the middle adenine of codon K65 and the production of a -1 frameshift mutation, which upon dislocation and realignment of the primer and template, would lead to development of the K65R mutation. These findings provide additional mechanistic evidence for the facilitated development of the K65R mutation in subtype C HIV-1.

Factors affecting template usage in the development of K65R resistance in subtype C variants of HIV type-1.

BACKGROUND: We have shown that the K65R resistance mutation in HIV type-1 (HIV-1) reverse transcriptase (RT) is selected more rapidly in subtype C than subtype B HIV-1 in biochemical, cell culture and clinical studies. Template-usage experiments demonstrated that subtype C nucleotide coding sequences caused RT to preferentially pause, leading to K65R acquisition. This new study now further establishes the basis for differential occurrence of both K65R and thymidine analogue mutations (TAMs) between subtypes. METHODS: Gel-based nucleotide extension assays were used to study the homopolymeric sequence surrounding K65. RESULTS: When positive double-stranded DNA synthesis was evaluated from a negative single-stranded DNA template, pausing at the 67 region, which is linked to occurrence of TAMs, was alleviated with both subtype B and C templates at high dCTP concentrations, but this alleviation was more pronounced with the subtype C template. By contrast, pausing at the 65 region on the subtype C but not subtype B template always occurred and was not alleviated at high levels of nucleotide triphosphates or by other means. Furthermore, templates containing repeats of the homopolymeric sequence spanning codons 64-66 of pol showed corresponding pausing repeats at the 65 region with the subtype C template only. Inverted RNA and DNA templates both displayed pausing at position K65 for the subtype C template and a ladder of pausing events culminating at codon 67 for the subtype B templates. CONCLUSIONS: These results further establish a mechanistic basis for the exclusion of both K65R and TAMs on single templates as well as the preferential acquisition of K65R in subtype C viruses.

Signature nucleotide polymorphisms at positions 64 and 65 in reverse transcriptase favor the selection of the K65R resistance mutation in HIV-1 subtype C.

Recently, we described a novel nucleotide template-based mechanism that may be the basis for the facilitated acquisition of the K65R resistance mutation in subtype C versus subtype B human immunodeficiency virus type 1 (HIV-1). In this article, we evaluated the effects of subtype C-specific silent polymorphisms in cell culture drug-selection experiments using nucleoside and nucleotide reverse-transcriptase inhibitors. The K65R pathway was selected more frequently in a subtype B virus that contained subtype C nucleotide polymorphisms at both positions 64 and 65 than in a wild-type NL4-3 subtype B virus. This is the first demonstration of the significance of silent nucleotide polymorphisms in the development of drug resistance.

Template usage is responsible for the preferential acquisition of the K65R reverse transcriptase mutation in subtype C variants of human immunodeficiency virus type 1.

We propose that a nucleotide template-based mechanism facilitates the acquisition of the K65R mutation in subtype C human immunodeficiency virus type 1 (HIV-1). Different patterns of DNA synthesis were observed using DNA templates from viruses of subtype B or C origin. When subtype C reverse transcriptase (RT) was employed to synthesize DNA from subtype C DNA templates, preferential pausing was seen at the nucleotide position responsible for the AAG-to-AGG K65R mutation. This did not occur when the subtype B RT and template were used. Template factors can therefore increase the probability of K65R development in subtype C HIV-1.

Benefits of an educational program for journalists on media coverage of HIV/AIDS in developing countries.

OBJECTIVE: a) To assess the suitability of the curriculum content and didactical quality of information delivered to educate journalists in the J2J program in HIV/AIDS (process evaluation) and b) to explore the effects of such programs on journalists' reporting of HIV/AIDS related information (outcome evaluation). DESIGN: Descriptive study. METHODS: For the process evaluation, each J2J program curriculum was evaluated for accuracy and pertinence by individuals with high familiarity with HIV/AIDS research. For the outcome evaluation, a survey of J2J attendees and evaluations of the program lectures by attendees were performed in chronological order to determine their perception on usefulness of the program. RESULTS: Overall, the J2J curriculum is successful in providing journalists with a clear understanding of the current HIV/AIDS medical research objectives and issues with most journalists reporting an increased ability to better investigate and disseminate accurate information on this subject. Furthermore, the journalists surveyed reported positive community responses directly as a result of the J2J training. CONCLUSION: The J2J program helps to increase global awareness of pertinent HIV/AIDS concepts. Through this professional development strategy, journalists from around the world may help to amplify efforts to prevent new HIV infections and quench the dissemination of inaccurate information and folklore.

Diminished efficiency of HIV-1 reverse transcriptase containing the K65R and M184V drug resistance mutations.

OBJECTIVES: To determine the underlying biochemical mechanisms responsible for the diminished viral replicative capacity associated with K65R/M184V-containing viruses. METHODS: We studied the efficiency of (-)ssDNA synthesis by recombinant wild-type and mutated HIV-1 reverse transcriptases in cell-free assays. In addition, we determined susceptibility levels to nucleoside analog reverse transcriptase inhibitors (NRTIs) both in cell-free and cell culture assays. RESULTS: We observed that the K65R/M184V mutations in reverse transcriptase caused reductions in the efficiency of initiation of (-)ssDNA synthesis by increasing pausing at positions +3 and +5 as well as diminished RNA usage. These findings were confirmed in cell culture data using MT-4 cells and cord blood mononuclear cells. CONCLUSIONS: The simultaneous presence of K65R and M184V in reverse transcriptase has a negative impact with regard to the efficiency of initiation of (-)ssDNA synthesis and RNA usage, that exceeds the effect of either mutation on its own. These mechanisms, among others, are responsible for the diminished viral replicative capacity observed in tissue culture when K65R/M184V-containing viruses are studied.

Arginine methylation of the HIV-1 nucleocapsid protein results in its diminished function.

OBJECTIVE: The HIV-1 nucleocapsid protein (NC) is involved in transfer RNA3 annealing to the primer binding site of viral genomic RNA by means of two basic regions that are similar to the N-terminal portion of the arginine-rich motif (ARM) of Tat. As Tat is known to be asymmetrically arginine dimethylated by protein arginine methyltransferase 6 (PRMT6) in its ARM, we investigated whether NC could also act as a substrate for this enzyme. METHODS: Arginine methylation of NC was demonstrated in vitro and in vivo, and sites of methylation were determined by mutational analysis. The impact of the arginine methylation of NC was measured in RNA annealing and reverse transcription initiation assays. An arginine methyltransferase inhibitor (AMI)3.4 was tested for its effects on viral infectivity and replication in vivo. RESULTS: NC is a substrate for PRMT6 both in vitro and in vivo. NC possesses arginine dimethylation sites in each of its two basic regions at positions R10 and R32, and methylated NC was less able than wild-type to promote RNA annealing and participate in the initiation of reverse transcription. Exposure of HIV-1-infected MT2 and primary cord blood mononuclear cells to AMI3.4 led to increased viral replication, whereas viral infectivity was not significantly affected in multinuclear-activation galactosidase indicator assays. CONCLUSION: NC is an in-vivo target of PRMT6, and arginine methylation of NC reduces RNA annealing and the initiation of reverse transcription. These findings may lead to ways of driving HIV-infected cells out of latency with drugs that inhibit PRMT6.

Arginine methylation of the human immunodeficiency virus type 1 Tat protein by PRMT6 negatively affects Tat Interactions with both cyclin T1 and the Tat transactivation region.

Arginine methylation has been shown to regulate signal transduction, protein subcellular localization, gene transcription, and protein-protein interactions that ultimately alter gene expression. Although the role of cellular protein arginine methyltransferases (PRMT) in viral gene expression is largely unknown, we recently showed that the Tat protein of human immunodeficiency virus type 1 (HIV-1) is a substrate for one such enzyme, termed PRMT6. However, the mechanism by which arginine methylation impairs the transactivation potential of Tat and the sites of arginine methylation within Tat remain obscure. We now show that Tat is a specific in vitro and in vivo substrate of PRMT6 which targets the Tat R52 and R53 residues for arginine methylation. Such Tat methylation led to decreased interaction with the Tat transactivation region (TAR) of viral RNA. Furthermore, arginine methylation of Tat negatively affected Tat-TAR-cyclin T1 ternary complex formation and diminished cyclin T1-dependent Tat transcriptional activation. Overexpression of wild-type PRMT6, but not a methylase-inactive PRMT6 mutant, reduced levels of Tat transactivation of HIV-1 long terminal repeat chloramphenicol acetyltransferase and luciferase reporter plasmids in a dose-dependent manner. In cell-based assays, knockdown of PRMT6 resulted in increased HIV-1 production and faster viral replication. Thus, PRMT6 can compromise Tat transcriptional activation and may represent a form of innate cellular immunity in regard to HIV-1 replication. Finding a way of inhibiting or stimulating PRMT6 activity might help to drive quiescently infected cells out of latency or combat HIV-1 replication, respectively.

PRMT6 diminishes HIV-1 Rev binding to and export of viral RNA.

BACKGROUND: The HIV-1 Rev protein mediates nuclear export of unspliced and partially spliced viral RNA through interaction with the Rev response element (RRE) by means of an arginine rich motif that is similar to the one found in Tat. Since Tat is known to be asymmetrically arginine dimethylated by protein arginine methyltransferase 6 (PRMT6) in its arginine rich motif, we investigated whether the Rev protein could act as a substrate for this enzyme. RESULTS: Here, we report the methylation of Rev due to a single arginine dimethylation in the N-terminal portion of its arginine rich motif and the association of Rev with PRMT6 in vivo. Further analysis demonstrated that the presence of increasing amounts of wild-type PRMT6, as well as a methylation-inactive mutant PRMT6, dramatically down-regulated Rev protein levels in concentration-dependent fashion, which was not dependent on the methyltransferase activity of PRMT6. Quantification of Rev mRNA revealed that attenuation of Rev protein levels was due to a posttranslational event, carried out by a not yet defined activity of PRMT6. However, no relevant protein attenuation was observed in subsequent chloramphenicol acetyltransferase (CAT) expression experiments that screened for RNA export and interaction with the RRE. Binding of the Rev arginine rich motif to the RRE was reduced in the presence of wild-type PRMT6, whereas mutant PRMT6 did not exert this negative effect. In addition, diminished interactions between viral RNA and mutant Rev proteins were observed, due to the introduction of single arginine to lysine substitutions in the Rev arginine rich motif. More importantly, wild-type PRMT6, but not mutant methyltransferase, significantly decreased Rev-mediated viral RNA export from the nucleus to the cytoplasm in a dose-dependent manner. CONCLUSION: These findings indicate that PRMT6 severely impairs the function of HIV-1 Rev.

Effects of mutations at the two processing sites of the precursor for the small subunit of ribulose-bisphosphate carboxylase in Chlamydomonas reinhardtii.

The role of the two processing sites in the precursor of the small subunit (SS) of ribulose-1,5-bisphosphate carboxylase/oxygenase (pSS) of Chlamydomonas reinhardtii was studied by introducing mutations at the cleavage sites for the stromal processing peptidases SPP-1 and SPP-2, which hydrolyse wild-type pSS (20.6 kDa) to an intermediate-sized product iSS (18.3 kDa) and to the mature SS (16.3 kDa), respectively. The mutations introduced into cDNA resulted in exchange of (a) two amino acids flanking processing site 1, or (b) one or (c) both amino acids flanking processing site 2. Mutation (a) prevented pSS from being processed at site 1 but not from cleavage at site 2. Mutation (c) abolished the action of SPP-2 but not SPP-1. When pSS with mutation (c) was imported into isolated chloroplasts, iSS accumulated while SS formation was abolished. However, mature SS was produced even in the absence of iSS synthesis (mutation a). Import of pSS bearing mutation (b), which only partially inhibited processing at the SPP-2 site, slowed the rate of SS formation down whereas iSS and some slightly smaller derivatives accumulated. These experiments suggested that in Chlamydomonas processing of pSS can occur in two steps, whereby the first step is facultative. The same three mutations were studied in vivo after transformation of SS-deficient C. reinhardtii T60-3 with mutated genomic DNA. Growth and photosynthesis was as in control transformants, except for the slower-growing transformants (mutation c) where no mature SS was immuno-detected. However, pSS fragments with molecular masses between those of iSS and SS were present even in the ribulose-1,5-bisphosphate carboxylase/oxygenase holoenzyme.