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Xiao, Y.

Publications and source records attributed to Xiao, Y..

At least 127 records · Page 7Linked to original sources

Isoliquiritigenin attenuated cognitive impairment, cerebral tau phosphorylation and oxidative stress in a streptozotocin-induced mouse model of Alzheimers disease

IntroductionTau hyperphosphorylation, mitochondrial dysfunction and oxidative stress play important roles in Alzheimers disease (AD). Isoliquiritigenin, a natural flavonoid isolated from the root of liquorice, has been shown to exert inhibitory effects on oxidative stress. Here, we assessed the neuroprotective effects of isoliquiritigenin on a streptozotocin-injected mouse model. MethodMolecular docking analysis performed for isoliquiritigenin with mTOR and ERK2. The mice (n = 27, male) were intracerebroventricularly injected with streptozotocin, treated with isoliquiritigenin (intraperitoneal, 2 days) and assessed using the Morris water maze. Oxidative stress, tau phosphorylation, mitochondrial dysfunction and synaptic impairment were evaluated in the cortex and hippocampal tissues of the mice by using biochemical assays and immunofluorescence staining. ResultsIsoliquiritigenin treatment mitigated the spatial memory capacity of streptozotocin-injected mice and alleviated tau phosphorylation at Ser396; the production of reactive oxygen species; the mitochondrial fission proteins Mfn1 and Mfn2; neuronal loss; and synaptic impairment (PSD95, SNAP25). Isoliquiritigenin treatment reduced the levels of mTOR Ser2448 and ERK1/2 T202/Y204 and upregulated the level of GSK-3{beta}Ser9 in the cortex and hippocampus of streptozotocin-injected mice. ConclusionIn conclusion, our findings suggest that isoliquiritigenin ameliorates streptozotocin-induced cognitive impairment, hyperphosphorylated tau, oxidative stress, mitochondrial dysfunction and synaptic impairment by decreasing mTOR and ERK activity and increasing GSK-3{beta} activity.

neuroscience↗

mTOR inhibition alleviated tau phosphorylation-induced mitochondrial impairment, oxidative stress, and cognitive impairment

AimHyperphosphorylated tau is a hallmark of Alzheimers disease (AD). However, whether mammalian target of rapamycin (mTOR) directly regulates tau phosphorylation at Ser214, Ser356, and Thr231 and how such regulation affects mitochondrial function remain unclear. In this study, we aimed to determine whether mTOR-mediated tau phosphorylation disrupts mitochondrial and metabolic profiles and cognitive function and whether these effects can be reversed by the mTOR inhibitor rapamycin. MethodsTau3E-overexpressing mice were generated by bilateral injection of adeno-associated virus vectors encoding the phosphomimetic TauS214E/T231E/S356E (Tau3E) variant into the hippocampal CA3 region of 2-month-old C57BL/6 mice. The mice received intraperitoneal rapamycin for one week. Cognitive performance was assessed using the Morris water maze. MALDI-mass spectrometry imaging was conducted to evaluate metabolic alterations in the brain tissue slices. mTOR, p70S6K, and tau phosphorylation protein expression; mitochondrial dynamics markers; and reactive oxygen species (ROS) levels were analyzed by Western blotting, immunofluorescence, and flow cytometry in HT22 cells, Tau3E mice, and postmortem AD brain tissues. ResultsPhosphorylated mTORS2448 colocalized with p-TauSer214, p-TauSer356, and p-TauThr231 in the hippocampal CA3 region of AD brains. HT22 cells and Tau3E mice exhibited increased levels of p-mTOR, p-p70S6K, and ROS production; mitochondrial fragmentation; and tau phosphorylation at Ser214, Ser356, and Thr231. Rapamycin treatment partially ameliorated cognitive deficits, reduced oxidative stress and mitochondrial dysfunction, and restored metabolic profile particularly the inosine-pentose phosphate pathway-glycolysis metabolic axis, structural lipidome axis and the neurotransmitter homeostasis. ConclusionmTOR activation contributes to site-specific tau hyperphosphorylation, mitochondrial dysfunction, and cognitive impairment. Pharmacological inhibition of mTOR by rapamycin attenuated tau pathology, regulated metabolic alterations, preserved mitochondrial homeostasis, and improved cognitive function, suggesting a potential therapeutic strategy for AD.

neuroscience↗

The virulence and motility of Pseudomonas syringae pv. Actinidiae mediated by a temperature sensor HktS-HktR

Kiwifruit bacterial canker (KBC), caused by Pseudomonas syringae pv. actinidiae (Psa) is one of the most devastating diseases of kiwifruit and can damage almost all kiwifruit varieties. The severity of the disease occurrence is closely related to the temperature. Our previous research indicated that Psa showed stronger pathogenicity and expansion ability at relatively cool temperatures, but how Psa senses environmental temperature and regulates its virulence mechanism remains unclear. In this study, 69 Histidine kinases (HK) in Psa were predicted through bioinformatics analysis, and 9 differentially expressed HK genes were identified at varying temperatures through pathogenicity detection and quantitative reverse transcription PCR (qRT-PCR). Among them, HktS as a temperature signal receiver was identified, and its response regulator (RR) HktR was determined through structure analysis and cotranscription assay. The results showed that HktR can bind to transcription factor RpoD, and RpoD bind to hrpRS promoter region, thus initiating the expression level of the type III secretion system (T3SS), which plays an important role in the pathogenesis of Psa. In addition, the motility of Psa was also regulated by HktS-HktR in a temperature-dependent manner. These findings reveal the molecular mechanism by which HktS-HktR acts as a temperature sensor to regulate bacterial virulence and motility of Psa, providing a new potential target for KBC control.

microbiology↗

RobustCell: A Model Attack-Defense Framework for Robust Transcriptomic Data Analysis

Computational methods should be accurate and robust for tasks in biology and medicine, especially when facing different types of attacks, defined as perturbations of benign data that can cause a significant drop in method performance. Therefore, there is a need for robust models that can defend attacks. In this manuscript, we propose a novel framework named RobustCell to analyze attack-defense methods in single-cell and spatial transcriptomic data analysis. In this biological context, we consider three types of attacks as well as two types of defenses in our framework and systemically evaluate the performances of the existing methods on their performance of both clustering and annotating single cells and spatial transcriptomic data. Our evaluations show that successful attacks can impair the performances of various methods, including single-cell foundation models. A good defense policy can protect the models from performance drops. Finally, we analyze the contributions of specific genes toward the cell-type annotation task by running the single-gene and group-genes attack methods. Overall, RobustCell is a user-friendly and extension-flexible framework for analyzing the risks and safety of analyzing transcriptomic data under different attacks.

bioinformatics↗

Organization of the apical extracellular matrix during tubular organ formation

The apical extracellular matrix (aECM) plays a critical role in epithelial tube morphogenesis during organ formation, but its composition and organization remain poorly understood. Using the Drosophila embryonic salivary gland (SG) as a model, we identify Papss, an enzyme that synthesizes the universal sulfate donor PAPS, as a critical regulator of tube lumen expansion. Papss mutants show a disorganized apical membrane, condensed aECM, and disruptions in Golgi structures and intracellular trafficking. SG-specific expression of wild-type Papss, but not the catalytically inactive form, rescues the defects in Papss mutants, suggesting that defects in sulfation are the underlying cause of the phenotypes. Additionally, we identify two zona pellucida (ZP) domain proteins, Piopio (Pio) and Dumpy (Dpy), as key components of the SG aECM. In the absence of Papss, Pio is gradually lost in the aECM, while the Dpy-positive aECM structure is condensed and dissociates from the apical membrane, leading to a thin lumen. Mutations in dpy or pio, or in Notopleural, which encodes a matriptase that cleaves Pio to form the luminal Pio pool, result in a SG lumen with alternating bulges and constrictions, with the loss of pio leading to the loss of Dpy in the lumen. Our findings underscore the essential role of sulfation in organizing the aECM during tubular organ formation and highlight the mechanical support provided by ZP domain proteins in maintaining luminal diameter.

developmental biology↗

Multi-view BLUP: a promising solution for post-omics data integrative prediction

Phenotype prediction is a promising strategy for accelerating molecular plant breeding. Data from multiple sources (called multi-view data) can provide complementary information to characterize a biological object from various aspects. By integrating multi-view information into phenotype prediction, a multi-view best linear unbiased prediction (MVBLUP) method was proposed in this paper. By assigning different weights to measure the importance of different views of data and using a differential evolution algorithm with an early stopping mechanism to adjust the weight vector adaptively, a multi-view kinship matrix was obtained first and then incorporated into the BLUP model for phenotype prediction. To validate the efficiency of MVBLUP, we conducted numerical experiments on four multi-view datasets. Compared to the average performance of the single-view method, the prediction accuracy of the MVBLUP method has improved by a range of 0.038 to 0.201.The results demonstrate that the MVBLUP model is an effective method of integrating multi-view data.

genetics↗

Characteristic of KPC-14, a KPC Variant Conferring Resistance to Ceftazidime-Avibactam in the Extensively Drug-resistant ST463 Pseudomonas aeruginosa Clinical Isolate

We studied two KPC-14 variants from clinical Pseudomonas aeruginosa isolates, C137 and C159, to better understand genomic diversity, mechanisms, and genes that confer antibiotic resistance and pathogenicity. C137 and C159, a sequence type 463 ExoU-positive multidrug-resistant strain, were concurrently resistant to carbapenems and ceftazidime-avibactam (CZA). Both strains possessed five intrinsic antimicrobial resistance genes (fosA, catB7, crpP, blaPAO, and a blaOXA-486 variant), as well as the blaKPC-14 gene in the chromosome. In strain C137, blaKPC-14 gene was situated on the plasmid pC137. KPC-14-harbouring transformants of pC137 exhibited resistance to CZA and restored sensitivity to carbapenems, signifying a "see-saw" effect. Both strains demonstrated the expression of the blaKPC-14 gene, concurrent inactivation of the outer membrane protein OprD, overexpression of the efflux pump MexX, and a pronounced capacity for biofilm formation. The genomic environment of KPC-14 consisted of IS26/IS26/TnpR_Tn3/ISKpn27/ISKpn6/IS26, which was classified as pseudo-compound transposons (PCTs). Plasmid pC137 closely resembled the previously described plasmid p94, which possesses the same genomic architecture, implying that IS26-mediated PCTs may store a variety of resistance genes, including blaKPC-2 and KPC variants, and were currently disseminating in the region. The KPC-14 variant presents significant challenges for clinical treatment. The blaKPC-14 gene, carried by the PCTs, was integrated into the chromosome, exhibiting stability throughout bacterial inheritance. Our research highlights the necessity for improved clinical surveillance of Klebsiella pneumoniae carbapenemase-producing P. aeruginosa.

molecular biology↗

Reduction of DNA Topoisomerase Top2 reprograms the epigenetic landscape and extends health and life span across species

DNA topoisomerases are essential molecular machines that manage DNA topology in the cell and play important roles in DNA replication and transcription. We find that knocking down the enzyme Topoisomerase Top2 or its mammalian homolog Top2b increases the life span of S. cerevisiae, C. elegans, and mice. Top2b reduction also extends the health span of mice and alleviates the pathologies of aging in multiple tissues. At the cellular/molecular level, Top2b reduction attenuates the major hallmarks of aging, such as cellular senescence, de-regulated nutrient sensing, epigenetic alteration, and lysosomal biogenesis. We observed that Top2b reduction significantly changes the epigenetic landscape in various mouse tissues toward those of the young animals, and differentially down-regulates genes with active promoter and high expression. Our observations suggest that Top2 reduction confers longevity effect across species via a conserved mechanism, and may be used as a novel therapeutic strategy for countering aging.

biochemistry↗

Stability of the polarization agent AsymPolPOK in intact and lysed mammalian cells

Dynamic nuclear polarization (DNP) solid-state NMR enables detection of proteins at endogenous concentrations in cells through sensitivity enhancement from nitroxide biradical polarization agents. AsymPolPOK, a novel water-soluble asymmetric nitroxide biradical, offers superior sensitivity and faster build-up times compared to existing agents like AMUPol. Here, we characterize AsymPolPOK in mammalian HEK293 cells, examining its cellular distribution, reduction kinetics, and DNP performance. We demonstrate that electroporation achieves uniform cellular delivery of AsymPolPOK, including nuclear permeation, with no cytotoxicity at millimolar concentrations. However, the cellular environment rapidly reduces AsymPolPOK to its monoradical form, with one nitroxide center showing greater reduction resistance than the other. While AsymPolPOK maintains high DNP enhancements and short build-up times in lysates, its performance in intact cells depends critically on delivery method and exposure time to cellular constituents. Electroporation yields higher, more uniform enhancements compared to incubation, but prolonged exposure to the cellular environment diminishes DNP performance in both cases. These findings establish the potential of AsymPolPOK as a polarization agent for in-cell DNP NMR while highlighting the need for developing more bio-resistant polarization agents to further advance cellular structural biology studies.

biophysics↗

Structural context modulates the conformational ensemble of the intrinsically disordered amino terminus of α-synuclein

Regions of intrinsic disorder play crucial roles in biological systems, yet they often elude characterization by conventional biophysical techniques. To capture conformational distributions across different timescales, we employed a freezing approach coupled with solid-state NMR analysis. Using segmentally isotopically labeled -synuclein (-syn), we investigated the conformational preferences of the six alanines, three glycines, and a single site (L8) in the disordered amino terminus under three distinct conditions: in 8 M urea, as a frozen monomer in buffer, and within the disordered regions flanking the amyloid core. The experimental spectra varied significantly among these conditions and deviated from those of a statistical coil. In 8 M urea, monomeric -syn exhibited the most restricted conformational sampling, rarely accessing chemical shifts characteristic of -helices or {beta}-strands. In buffer, monomeric -syn showed broader conformational sampling, favoring -helical conformations and, to a lesser extent, random coil states. Notably, amino acids in the disordered regions flanking the amyloid core demonstrated the most extensive conformational sampling, with broad peaks encompassing the entire range of possible chemical shifts and a marked preference for highly extended {beta}-strand conformations. Collectively, this work demonstrates that intrinsically disordered regions exhibit distinct conformational preferences, which are influenced not only by the chemical environment but also by the conformations of adjacent protein sequences. The differences in the conformational ensembles of the disordered amino terminus may explain why the monomer and the amyloid form of -syn interact with different biomolecules inside cells.

biophysics↗

PAM-flexible adenine base editing rescues hearing loss in a humanized MPZL2 mouse model harboring an East Asian founder mutation

Hearing loss is one of the most prevalent sensory disorders, but no commercial biological treatments are currently available. Here, we identified an East Asia-specific founder mutation, the homozygous c.220C>T mutation in MPZL2, that contributes to a significant proportion of hereditary deafness cases in our cohort study. We found that the disease-causing mutation could be targetable by adenine base editors (ABEs) that enable A{middle dot}T-to-G{middle dot}C base corrections without DNA double-strand breaks. To demonstrate this, we developed a humanized mouse model (hMPZL2Q74X/Q74X) that recapitulates human MPZL2 deafness and leads to progressive hearing loss. A PAM-flexible ABE variant with reduced bystander and off-target effects (ABE8eWQ-SpRY:sgRNA3) was packaged in dual adeno-associated viruses (AAVs) and injected into the inner ear of hMPZL2Q74X/Q74X mice and effectively corrected the mutation. This treatment significantly restored hearing function, improved inner ear structural integrity, and reversed altered gene expression. Base editing may hold therapeutic potential for hereditary deafness, including most cases of MPZL2 deafness.

genetics↗

Models of microbiome evolution incorporating environmental microbial selection

The environment plays a crucial role in shaping the microbial composition of hosts. Different environments harbor distinct microbial communities, leading to variation in the availability of different microbes to potential hosts. Over the past few decades, human activities have significantly altered the environment, resulting in a decline in microbial diversity. Currently, the impact of this environmentally-induced reduction in microbial diversity on environmental microbial communities, host-microbiome interactions, and their evolutionary implications remains unclear. In this paper, we simulated how environmental microbial selection can lead to decreasing microbial diversity, using a previously-developed selection model. Our results indicate that microbial communities are influenced by both environmental conditions and host preferences. The diversity of the microbiome carried by hosts is impacted by the environment, with stronger environmental microbial selection reducing microbial diversity in the hosts, while at the same time, facilitating the emergence of mutually beneficial symbioses between microorganisms and hosts. Environmental microbial selection (EMS) leads to the survival of highly fit microorganisms in the environment, while the fitnesses of hosts and microbes within hosts remain relatively unaffected by environmental microbial selection.

evolutionary biology↗

Three cytochrome P450 enzymes catalyse the formation of furanoclerodane precursors in Salvia spp.

Salvia species native to the Americas are rich in valuable bioactive furanoclerodanes, like the psychoactive salvinorin A found in Salvia divinorum, which is used in treatment of opioid addiction. However, there is relatively little known about their biosynthesis. To address this, we investigated the biosynthesis of salviarin, the simplest furanoclerodane structure in the ornamental sage Salvia splendens. Using a self-organizing map and mutual rank analysis of RNA-seq co-expression data, we identified three cytochrome P450 enzymes responsible for converting kolavenol into salviarin precursors, consecutively: annonene, hardwickiic acid and hautriwaic acid. As annonene and hardwickiic acid have also been proposed as intermediates in the biosynthesis of salvinorin A, and to examine our hypothesis for common evolutionary origin of the furanoclerodane pathway between the two Salvia species, we searched for homologous genes in available data for S. divinorum. The enzymes encoded by orthologous genes from S. divinorum displayed kolavenol synthase (SdKLS), annonene synthase (SdANS), and hardwickiic acid synthase (SdHDAS) activity respectively, supporting the view that these are intermediate steps in the biosynthesis of salvinorin A. We investigated the origin of annonene synthase and the role of gene duplication in the evolution of this specific activity. Our work shows how S. splendens can serve as a model species for studying furanoclerodanes biosynthesis in Salvia species, contributes to understanding the evolution of specialized metabolism in plants, and provides new tools to produce salvinorin A in biotechnological chassis.

plant biology↗

Pan-cistrome analysis of the leaf accessible chromatin regions of 214 maize inbred lines

Characterizing the noncoding regions of the genome, particularly the cis-regulatory elements (CREs) located in accessible chromatin regions (ACRs) in gene promoters, is crucial for understanding how gene expression is regulated and how genotype contributes to phenotypic diversity in plants.In this study, we used ATAC-seq to resequence and map the ACRs of 214 maize inbred lines. We identified 82,174 ACRs and reported that 39.55% of them exhibited significant variation across the population. Next, we used the accessibility of ACRs as a quantitative feature and performed a chromatin associability GWAS (caGWAS), resulting in 27,004 caQTLs. Among them, 2,463 were predicted to disrupt the cis-regulatory elements that TF binds in these ACRs, suggesting that TF binding affects chromatin accessibility. Specifically, we identified two caACRs that regulate the expression of fad7, which encodes a fatty acid desaturase and affects the linolenic acid content.Our findings highlight the dynamic nature of maize ACRs and demonstrate that chromatin accessibility information could be used for GWASs, offering key insights into the genetic and regulatory mechanisms of chromatin accessibility and its impact on complex traits in plants.

genomics↗

Dynamic barriers modulate cohesin positioning and genome folding at fixed occupancy

In mammalian interphase cells, genomes are folded by cohesin loop extrusion limited by directional CTCF barriers. This interplay leads to the enrichment of cohesin at barriers, isolation between neighboring topologically associating domains, and elevated contact frequency between convergent CTCF barriers across the genome. However, recent in vivo measurements present a puzzle: reported residence times for CTCF on chromatin are in the range of a few minutes, while lifetimes for cohesin are much longer. Can the observed features of genome folding result from the action of relatively transient barriers? To address this question, we developed a dynamic barrier model, where CTCF sites switch between bound and unbound states with rates that can be directly compared with biophysical measurements. Using this model, we investigated how barrier dynamics would impact observables for a range of experimental genomic and imaging datasets, including ChIP-seq, Hi-C, and microscopy. We found the interplay of CTCF and cohesin binding timescales influence the strength of each of these features, leaving a signature of barrier dynamics even in the population-averaged snapshots offered by genomic datasets. First, in addition to barrier occupancy, barrier bound times are crucial for instructing features of genome folding. Second, the ratio of boundary to extruder lifetime greatly alters simulated ChIP-seq and simulated Hi-C. Third, large-scale changes in chromosome morphology observed experimentally after increasing extruder lifetime require dynamic barriers. By integrating multiple sources of experimental data, our biophysical model argues that CTCF barrier bound times effectively approach those of cohesin extruder lifetimes. Together, we demonstrate how models that are informed by biophysically measured protein dynamics broaden our understanding of genome folding.

genomics↗

In cell NMR reveals cells selectively amplify and structurally remodel amyloid fibrils

Amyloid forms of -synuclein adopt different conformations depending on environmental conditions. Although advances in structural biology have accelerated fibril characterization, it remains unclear which conformations predominate in biological settings because current approaches typically require fibrils to be isolated from their native environments. In addition, these approaches provide limited information about flanking flexible regions. Here, using a defined polymorphic seed population and quantitative in-cell NMR, we show that propagation in intact cellular environments--but not in vitro buffer or crowded cellular lysates--reshapes the conformational ensemble of -synuclein fibrils. In vitro and in cellular lysates, both amyloid-core structure and the conformational preferences of flanking intrinsically disordered regions of the seed are faithfully propagated. In contrast, propagation inside intact cells selectively amplifies the amyloid-core conformer that is minor in vitro, increases its molecular order, and remodels conformational preferences in the flanking disordered region. These results demonstrate that cellular organization plays a decisive role in determining amyloid structure and that biologically relevant conformations cannot be inferred from purified or lysate systems alone.

biophysics↗

A multidimensional Pan-cancer analysis of CDKN1A identifies CDKN1A as an Immunological and Prognostic Biomarker

CDKN1A/p21 is well recognized for its role in cell cycle regulation and genomic stability. However, its functions in the Tumor microenvironment (TME) and tumor immunity are not yet fully understood. Hereby, we explored CDKN1A expression and immunological/prognostic values via various databases and analytical methods including cBioPortal, Kaplan-Meier, UCSCXenaShiny, TIMER, Single-cell RNA sequencing (scRNA-seq) analysis, etc. In addition, we explored different approaches including CCK8, EdU, Colony formation, Drug sensitivity and Annixin-V assay to explore the influence of p21 in proliferative capacity in cancer cells. We found that CDKN1A is lowly expressed in BLCA, BRCA, COAD, KICH, LUAD, LUSC, PRAD, READ and STAD compared to normal samples, whereas it is highly expressed in CHOL, HNSC, KIRC, KIRP and THCA compared to normal cohorts. CDKN1A expression is significantly correlated with overall survival, disease-specific survival, disease-free survival and progression-free interval different cancer types. Additionally, CDKN1A is associated with CD4+ T cell, CD8+ T cell, Neutrophil, Macrophage and Myeloid dendritic cell infiltration in diverse cancer types. Functional experiments reveal that p21 overexpression leads to a significant reduction in proliferative capacity, facilitates cell apoptosis and senescence in multiple cancer cell lines. In contrast, silenced p21 facilitates cell growth and wound closure, prevent cell senescence in different cancer cell lines. In conclusion, our findings suggest that CDKN1A may serve as a valuable prognostic and immunotherapeutic marker in diverse cancer.

cancer biology↗

Deep contrastive learning enables genome-wide virtual screening

Numerous protein-coding genes are associated with human diseases, yet approximately 90% of them lack targeted therapeutic intervention. While conventional computational methods, such as molecular docking, have facilitated the discovery of potential hit compounds, the development of genome-wide virtual screening against the expansive chemical space remains a formidable challenge. Here we introduce DrugCLIP, a novel framework that combines contrastive learning and dense retrieval to achieve rapid and accurate virtual screening. Compared to traditional docking methods, DrugCLIP improves the speed of virtual screening by up to seven orders of magnitude. In terms of performance, DrugCLIP not only surpasses docking and other deep learning-based methods across two standard benchmark datasets, but also demonstrates high efficacy in wet-lab experiments. Specifically, DrugCLIP successfully identified agonists with < 100 nM affinities for 5HT2AR, a key target in psychiatric diseases. For another target NET, whose structure is newly solved and not included in the training set, our method achieved a hit rate of 15%, with 12 diverse molecules exhibiting affinities better than bupropion. Additionally, two chemically novel inhibitors were validated by structure determination with Cryo-EM. Finally, a novel potential drug target TRIP12, with no experimental structures and inhibitors for reference, was used to challenge DrugCLIP. DrugCLIP achieved a hit rate of 17.5% by screening a pocket identified on an AlphaFold2-predicted structure, verified with multi-cycle SPR assays. Molecules with the highest affinities also showed a dose-dependent inhibition to the enzymatic function of TRIP12. Building on this foundation, we present the results of a pioneering trillion-scale genome-wide virtual screening, encompassing approximately 10,000 AlphaFold2 predicted proteins within the human genome and 500 million molecules from the ZINC and Enamine REAL database. This work provides an innovative perspective on drug discovery in the post-AlphaFold era, where comprehensive targeting of all disease-related proteins is within reach.

bioinformatics↗