bioRxiv Science⌕ Search
Home/Archive/bioRxiv

bioRxiv · 10.1101/2023.11.29.569293

Use of TSAR, Thermal Shift Analysis in R, to identify Folic Acid as a Molecule that Interacts with HIV-1 Capsid

Gao, X. M.·McFadden, W. M.·Wen, X.·Emanuelli, A.·Lorson, Z. C.·Zhang, H.·Kirby, K. A.·Sarafianos, S. G.
View original source ↗Export metadata ↓

Abstract

The thermal shift assay (TSA) is a versatile biophysical technique for studying protein-ligand interactions in vitro. Here, we report a free, open-source software tool, TSAR ("Thermal Shift Analysis in R"), to expedite the analysis of TSA data. The TSAR package incorporates multiple workflows that facilitate TSA analyses, returns publication-ready graphics, and includes an optional graphic user interface. The package is available at https://bioconductor.org/packages/TSAR/. Applying TSAR, we screened two chemical libraries and found multiple molecules that potentially interact in vitro with the capsid protein (CA) of human immunodeficiency virus type 1 (HIV-1). First, a library of vitamins exemplifies the different graphic outputs of TSAR, and we report a change in the 50% melting temperature ({Delta}Tm) for folic acid-treated CA hexamers (CAHEX). Since HIV-1 CAHEX interacts with host-derived acids like inositol hexaphosphate (IP6) or dNTPs, a second library was screened containing 96 organic, acidic metabolites; multiple anionic ligands caused a {Delta}Tm for CAHEX. Subsequent investigation of these interactions includes biolayer interferometry, antiviral activity against pseudotyped HIV-1, and endogenous reverse transcriptase assays that were used to validate and investigate the biological impact of these native ligands that thermally-stabilize CAHEX. One compound hit, gallic acid, exhibited anti-HIV-1 activity as previously reported, and we show interacts with CAHEX as a potentially novel mechanism. Overall, the TSAR package facilitated quick analysis of TSA data from multiple libraries to help identify a biologically relevant hit, gallic acid, as a molecule that can inhibit HIV-1 replication and targets CAHEX. ImportanceThe TSAR package is freely available (AGPL-3) and is designed for both experienced or new R users, having command-line code for handling large and challenging datasets while also including an optional GUI that enables easy use by non-programmers. This is the first TSA analysis program written in R, a free and open-source language; TSAR simplifies TSA analysis while maintaining diverse visualization options for small-to-large libraries and multidimensional analysis. Additionally, we report multiple endogenous metabolites that potentially interact with the HIV-1 capsid protein hexamers (CAHEX) in vitro, including folic acid, gallic acid, and multiple others, primarily from the tricarboxylic acid (TCA) cycle. Various methods validate gallic acid interactions with CAHEX, leading to a novel suggested mechanism of action, and in-line with previous reports, this metabolite has potential for natural-based treatments of HIV-1. Further, we advance the understanding of the potential mechanism(s) for HIV-1 inhibition by gallic acid treatment.

Explore related subjects

biochemistryPreprint

Keep this discovery

Explore connections, maps & timelines

BibTeXRIS

Gao, X. M., McFadden, W. M., Wen, X., Emanuelli, A., Lorson, Z. C., Zhang, H., Kirby, K. A., Sarafianos, S. G.. 2023-11-29. Use of TSAR, Thermal Shift Analysis in R, to identify Folic Acid as a Molecule that Interacts with HIV-1 Capsid. https://doi.org/10.1101/2023.11.29.569293

Cite the original work for its findings. Save a collection to share your selection of sources.

KEEP EXPLORING

Related preprints

bioRxiv2026

aaRSID, an engineered pyrrolysyl-tRNA synthetase platform for multi-probe proximity proteomics

Proximity labeling (PL) methods utilize spatially targeted chemical or enzymatic generation of a diffusible, reactive intermediate to covalently tag neighboring proteins in living systems. Unlike other tools for studying molecular interactions, PL can detect transient protein relationships with high spatial and temporal sensitivity, allowing for insight into their roles in biological processes. However, current enzymatic PL tools, such as TurboID and APEX2, are limited by their substrate structure and chemistry, which can generate significant background and/or perturb cellular physiology. To address these limitations, we have developed aminoacyl-tRNA synthetase ID (aaRSID), a PL tool that leverages an engineered pyrrolysyl tRNA synthetase (PylRS) for proximity labeling of proteins. We chose PylRS because it can catalyze promiscuous lysine labeling in the absence of its cognate tRNA and utilize a variety of non-canonical amino acids (ncAAs) as substrates. Here, we demonstrate aaRSID's intrinsic proximity labeling activity, use directed evolution to improve this activity, and apply the improved mutant (aaRSID-Ma1.3) for subcellular proteomics and multiplexed imaging. Our work establishes aminoacyl-tRNA synthetases as a new PL enzyme class and introduces a versatile chemical platform for developing ncAA-derived probes to map cellular microenvironments, greatly expanding the applications possible of PL technology.

biochemistry↗
bioRxiv2026

Cellular uptake of folate-olaparib conjugates via folate receptor-mediated endocytosis: Potential for selective delivery of DNA damage response inhibitors into tumour cells

The folate receptor (FR) is overexpressed in a range of human tumours including ovarian cancer cells. We propose that the overexpression of the FR on the surface of ovarian tumour cells could be exploited for the selective delivery of a DNA damage response inhibitor (DDRi) in the form of an intact folate drug conjugate (FDC). This approach would improve the therapeutic index of the parent DDRi facilitating combination studies of the DDRi-based FDC with DNA damaging chemotherapy. FR-mediated cellular uptake of the proposed folate drug conjugates is requisite for FDC selective delivery into tumours. In this study, we synthesised a series of olaparib-based folate conjugates that maintained the biochemical PARP1 inhibition associated with olaparib and showed binding affinity for the folate receptor. Significantly, we identified compounds 10b and 11 that selectively enter FR overexpressing tumour cells via folate receptor-mediated endocytosis in their intact form and engage with their target as demonstrated by the potent inhibition of PARylation (KB cells, PARylation IC50 = 5.7 and 3.9 nM; respectively).

biochemistry↗
bioRxiv2026

Architecture and Energy Transfer of the Bacterial Photosynthetic Unit

In phototrophic organisms, pigment-protein membrane complexes are densely packed to form photosynthetic units (PSUs) that capture solar energy and convert it into chemical energy. Although the structures of many individual photosynthetic complexes have been resolved, how they are arranged and interact with others within photosynthetic membranes to enable efficient excitation energy transfer (EET) remains poorly understood. Here, we report cryo-electron microscopy structures of PSU supercomplex assemblies from the phototrophic a-proteobacterium Rhodovulum viride, including an RC-LH1 core associated with one or two peripheral LH2 complexes and a curved LH2 tetramer. These membrane-derived assemblies define the relative positions and orientations of neighboring photosynthetic complexes and place their pigment arrays in proximity across antenna-antenna and antenna-core interfaces. Structure-based simulations identify potential EET pathways within the PSU assemblies and reveal rapid energy transfer across both LH2-LH2 and LH2-LH1 interfaces. Collectively, these findings provide insights into the assembly and structural modularity of bacterial PSUs and elucidate how the lateral organization of membrane protein complexes facilitates efficient energy transfer. This work extends structural studies of bacterial photosynthesis from individual complexes to their native higher-order assembly, providing a framework for understanding how photosynthetic supercomplex organization shapes energy migration and for guiding the design of artificial photosynthesis.

biochemistry↗