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Germain, P.

Publications and source records attributed to Germain, P..

4 recordsLinked to original sources

QMAP: A Benchmark for Standardized Evaluation of Antimicrobial Peptide MIC and Hemolytic Activity Regression

Antimicrobial peptides (AMPs) are promising alternatives to conventional antibiotics, but progress in computational AMP discovery has been difficult to quantify due to inconsistent datasets and evaluation protocols. We introduce QMAP, a domain-specific benchmark for predicting AMP antimicrobial potency (MIC) and hemolytic toxicity (HC50) with homology-aware, predefined test sets. QMAP enforces strict sequence homology constraints between training and test data, ensuring that model performance reflects true generalization rather than overfitting. Applying QMAP, we reassess existing MIC models and establish baselines for MIC and HC50 regression. Results suggest limited progress over six years, poor performance for high-potency MIC regression, and low predictability for hemolytic activity, emphasizing the need for standardized evaluation and improved modeling approaches for highly potent peptides. We release a Python package facilitating practical adoption, and with a Rust-accelerated engine enabling efficient data manipulation, installable with pip install qmap-benchmark.

bioinformatics↗

Cryo-EM structure of the agonist-bound Hsp90-XAP2-AHR complex

SummaryLiving organisms have developed protein sensors helping them to adapt to their environment1. The aryl hydrocarbon receptor (AHR) is an emblematic member of this class of proteins, and a ligand-dependent transcription factor that mediates a broad spectrum of (patho)physiological processes in response to numerous substances including pollutants, natural products and metabolites2. However, in the absence of high-resolution structural data, a molecular understanding of how AHR is activated by such diverse compounds is lacking. Here we present a 2.85 [A] cryo-electron microscopy structure of the cytosolic complex comprising AHR bound to the ligand indirubin, the chaperone Hsp90 and the co-chaperone XAP2. The structure reveals a closed Hsp90 dimer with AHR threaded through its lumen. XAP2 directly interacts with Hsp90 and the AHR ligand-binding domain, thereby acting as a brace stabilizing the entire complex. Importantly, we provide the first experimental visualization of the AHR PAS-B domain bound to a ligand, revealing a unique organization of the ligand-binding pocket and the structural determinants of ligand-binding specificity and promiscuity of the receptor. By providing unprecedented structural details of the molecular initiating event leading to AHR activation, our study rationalizes prior biochemical data and provides a framework for future mechanistic studies and structure-guided drug design.

biochemistry↗

Structural insights into the cooperative interaction of the intrinsically disordered co-activator TIF2 with retinoic acid receptor heterodimer (RXR/RAR)

Retinoic acid receptors (RARs) and retinoid X receptors (RXRs) form heterodimers that activate target gene transcription by recruiting co-activator complexes in response to ligand binding. The nuclear receptor (NR) co-activator TIF2 mediates this recruitment by interacting with the ligand-binding domain (LBD) of NRs trough the nuclear receptor interaction domain (TIF2NRID) containing three highly conserved -helical LxxLL motifs (NR-boxes). The precise binding mode of this domain to RXR/RAR is not clear due to the disordered nature of TIF2. Here we present the structural characterization of TIF2NRID by integrating several experimental (NMR, SAXS, CD, SEC-MALS) and computational data. Collectively, the data are in agreement with a largely disordered protein with partially structured regions, including the NR-boxes and their flanking regions, which are evolutionary conserved. NMR and X-ray crystallographic data on TIF2NRID in complex with RXR/RAR reveal a cooperative binding of the three NR-boxes as well as an active role of their flanking regions in the interaction.

biophysics↗

Interplay of protein disorder in retinoic acid receptor heterodimer and its corepressor regulates gene expression

The retinoic acid receptors (RARs) form heterodimers with retinoid X receptors (RXRs) and control gene transcription in response to ligand binding and via allosteric activation of the C-termini helix (helix H12) of its ligand-binding domain. Herein we show that in the absence of ligand, helices H12 of RXR and RAR are disordered. The selective RAR agonist, Am580, induces folding of H12, whereas in the presence of the inverse agonist BMS493, H12 stays mostly disordered. These results substantiate a link between the structural dynamics of H12 and RXR/RAR heterodimer biological functions, and highlight disordered-to-order transition as an essential mechanism for retinoic acid mediated regulation. Unliganded RAR exerts a strong repressive activity allowed by the recruitment of transcriptional corepressors and establishment of a corepressor complex in the promoter region of target genes. The human regulatory complex of the RAR bound to the full-length interaction domain of the corepressor N-CoR was studied by integrating several experimental (SAXS, X-ray crystallography, NMR, CD, AUC) and computational data. Unexpectedly, we found that, while mainly intrinsically disordered, the N-CoR presents partially evolutionary conserved structured regions that are involved in transient intramolecular contacts. In the presence of RXR/RAR, we show that N-CoR exploits its multivalency to form a multi-site complex that diplays an equilibrium between different conformational states. This conformational equilibrium is modulated by cognate ligands, RAR point mutation and RXR H12 deletion. Now, we can state that, in addition to NR conformation and ligand-induced allosteric changes, intrinsic disorder is substantially embedded in the synergetic regulation of RXR/RAR activity and its resulting abilities to communicate with the intracellular components.

biophysics↗