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Han, X.

Publications and source records attributed to Han, X..

At least 91 records · Page 5Linked to original sources

Nucleosome binding relinquishes the association of the BAH domain of Orc1 with Sir1

Mating-type switching in S. cerevisiae requires silencing of the homothallic mating (HM) loci through formation of position-dependent, gene-independent repressive chromatin domains, resembling heterochromatic regions in higher eukaryotes. Genetic and biochemical studies have identified cis-acting DNA elements, called silencers, and trans-acting protein factors important for the establishment and maintenance of the silent chromatin. Yet, the molecular mechanism governing the position-dependence of gene silencing is not fully understood. Here we report that the BAH domain of Orc1, which is responsible for recruiting Sir1 to the Orc1-bound silencers, ceases to bind Sir1 in the presence of nucleosome. This finding suggests a unified role of sensing the chromatin environment by Orc1s BAH domain in transcriptional silencing and specification of replication origins. We further dissected the structural determinants of the BAH domain required for binding Sir1. These results expanded the understanding of Orc1s functions in epigenetic silencing of the HM loci.

molecular biology↗

Design of solubly expressed miniaturized SMART MHCs

The precise recognition of specific peptide-MHC (pMHC) complexes by T-cell receptors (TCRs) plays a key role in infectious disease, cancer and autoimmunity. A critical step in many immunobiological studies is the identification of T-cells expressing TCRs specific to a given pMHC antigen. However, the intrinsic instability of empty class-I MHCs limits their soluble expression in Escherichia coli (E. coli) and makes it very difficult to characterize even a small fraction of possible pMHC/TCR interactions. To overcome this limitation, we designed small proteins which buttress the peptide binding groove of class I MHCs, replacing {beta}2-microglobulin ({beta}2m) and the heavy chain 3 domain, and enable soluble expression of both H-2Db and A*02:01 in E. coli. We demonstrate that these soluble, monomeric, antigen-receptive, truncated (SMART) MHCs retain both peptide- and TCR-binding specificity, and that peptide-bound structures of both allomorphs are similar to their full-length, native counterparts. With extension to the majority of HLA alleles, SMART MHCs should be broadly useful for probing the T-cell repertoire in approaches ranging from yeast display to T-cell staining. SignificanceDespite the critical role that TCR/pMHC interactions play in human health, it has remained difficult to produce reagents necessary to study them. Requirements for refolding or sequence optimization limit immunologists and biochemists ability to characterize diverse pMHC/TCR interactions. Here, we develop a de-novo designed protein domain that stabilizes the H-2Db and A*02:01 class I MHC allomorphs, allowing soluble expression in E. coli without the need for a stabilizing peptide, and improving display on the yeast surface, while maintaining peptide and TCR binding interactions. These features facilitate a wide range of experiments to more fully understand the nature of pMHC/TCR interactions, and pave the way for the development of stabilizing domains for all MHC allomorphs.

biochemistry↗

Emergence of isochorismate-based salicylic acid biosynthesis within Brassicales

Salicylic acid (SA) is a major defense phytohormone. In Arabidopsis thaliana, the isochorismate (IC) pathway is the primary route for pathogen-induced SA biosynthesis. First, the IC synthase (ICS) catalyzes the isomerization of chorismate to IC in chloroplasts. Second, the chloroplast-localized MATE transporter EDS5 appears to transport IC from chloroplasts to the cytosol. Cytosolic IC is then further converted to SA via the GH3 amino acid-conjugating enzyme PBS3. While this pathway is genetically well-characterized in A. thaliana, its evolutionary origin and conservation remain controversial. In this study, through comprehensive phylogenetic, structural, and functional analyses, we demonstrate that the IC pathway emerged within the Brassicales order in a time span between the divergence of Carica papaya and Capparis spinosa. The evolution of the IC pathway was driven by three key adaptations during the time span: (1) enhancement of ICS activity, (2) neofunctionalization of EDS5 after duplication of its ancestral gene, and (3) evolution of a PBS3, whose activity is specialized for glutamate-conjugation to IC. Structural modeling and functional assays reveal that an enhanced salt bridge network in ICS enhanced its activity. One of the duplicated genes, EDS5, acquired key amino acid substitutions in the C-lobe, which likely contributed to the EDS5 neofunctionalization. In addition, the functional PBS3 clade, including A. thaliana PBS3, is restricted to a Brassicales clade. Taken together, this study addresses the evolutionary trajectory of IC-based SA biosynthesis.

plant biology↗

Plug-and-play assembly of biodegradable ionizable lipids for potent mRNA delivery and gene editing in vivo

mRNA-based gene editing therapeutics offer the potential to permanently cure diseases but are hindered by suboptimal delivery platforms. Here, we devise a robust combinatorial chemistry for plug-and-play assembly of diverse biodegradable ionizable lipids and identify a lead candidate that produces superior lipid nanoparticles for various gene editing tools delivery in vivo. Our study highlights the utility of this synthetic approach and the generality of this platform for potent in vivo gene editing.

bioengineering↗

Action features dominate cortical representation during natural vision

Cortical resources are allocated into systems specialized for processing ecologically relevant features of the world. These features are typically studied in isolation using controlled experimental stimuli, making it difficult to assess the relative importance of different kinds of features that tend to overlap during natural vision. In the current study, we evaluated the relative contributions of action, agent, and scene features in predicting cortical activity while participants viewed a 1-hour nature documentary. We tested four sets of model features: semantic vectors capturing the observed action, agent, and scene features derived from an annotation of the stimulus, as well as low-level visual motion-energy features. We used banded ridge regression to fit vertex-wise encoding models from the combination of all four sets of features. While each set of features predicted neural activity in the expected areas, the action features predicted more widespread activity. A variance partitioning analysis revealed that the action features captured the most unique variance in neural activity across ten times as many cortical vertices as the agent or scene features. Our findings suggest that cortical activity during dynamic, natural vision is dominated by features for understanding the actions of others.

neuroscience↗

Engineering low pH-tolerant Komagataella phaffii for industrial-ready itaconic acid production via methanol biorefinery

Methanol biorefinery stands as a cornerstone strategy in the pursuit of sustainable biochemical production from non-food feedstocks. Despite its vast potential, bioconverting methanol into high titer biochemical production remains a formidable challenge. In this study, we have successfully engineered Komagataella phaffii to efficiently produce itaconic acid (IA), one of the top 12 building block chemicals, utilizing methanol as the sole carbon source. Our approach involved strategic metabolic engineering interventions--such as enhancing the supply of cis-aconitate and citrate precursors, minimizing isocitrate diversion, facilitating efficient formaldehyde assimilation, and optimizing IA export mechanisms--culminating in an unprecedented IA titer of 103.8 g/L in a 5-L bioreactor through fed-batch fermentation at pH 5.5. Remarkably, even at a reduced pH of 3.5, the strain still yielded 50.4 g/L of IA, highlighting the industrial viability of methanol biorefinery. This systematic work lays a robust foundation for high-titer production via methanol biorefinery, offering valuable insights for future research and applications.

synthetic biology↗

ViFIT-assisted Histopathology: From H&E Style Standardization to Virtual Fiber Image Transformation

Deep learning-based virtual fiber staining provides a promising complement to routine H&E pathology. However, the reliance on predefined staining style inputs and manual intervention limits the clinical applicability of existing methods. To address these challenges, we introduce ViFIT-assisted histopathology, a two-stage diagnostic approach that integrates our proposed unsupervised deep learning-based virtual fiber transformation model (ViFIT). This approach enables the conversion of H&E-stained images with diverse styles into pathologist-preferred H&E images, while simultaneously generating content-consistent virtual fiber images containing label-free collagen fibers and stained reticular and elastic fibers. ViFIT-assisted histopathology reveals tumor-associated fibers and provides quantitative metrics across multiple intraoperative and postoperative cases. Experimental results demonstrate that ViFIT significantly outperforms state-of-the-art unsupervised methods in both style standardization and virtual staining, across various downstream tasks and cancer types. By eliminating the need for staining variation and manual annotation, ViFIT-assisted histopathology streamlines histopathology workflows, making it well-suited for multi-center consultations and differential diagnosis.

pathology↗

Lipid nanoparticle delivery of siRNA to dorsal root ganglion neurons to treat pain

Sensory neurons within the dorsal root ganglion (DRG) are the primary trigger of pain, relaying activity about noxious stimuli from the periphery to the central nervous system; however, targeting DRG neurons for pain management has remained a clinical challenge. Here, we demonstrate the use of lipid nanoparticles (LNPs) for effective intrathecal delivery of small interfering RNA (siRNA) to DRG neurons, achieving potent silencing of the transient receptor potential vanilloid 1 (TRPV1) ion channel that is predominantly expressed in nociceptor sensory neurons. This leads to a reversible interruption of heat-, capsaicin-, and inflammation-induced nociceptive conduction, as observed by behavioral outputs. Our work provides a proof-of-concept for intrathecal siRNA therapy as a novel and selective analgesic modality.

neuroscience↗

Infectome analysis of bat kidneys from Yunnan province, China, reveals close relatives of Hendra-Nipah viruses and prevalent bacterial and eukaryotic pathogens

Bats are natural reservoirs for a wide range of microorganisms, including many notable zoonotic pathogens. However, the infectome of bat kidneys remains poorly understood. To address this gap, we performed meta-transcriptomic sequencing on kidney tissues from 142 bats, spanning ten species sampled at five locations in Yunnan province, China. This analysis identified 22 viral species, including 20 novel viruses, two of which represented newly discovered henipaviruses closely related to the highly pathogenic Hendra and Nipah viruses. These henipaviruses were found in the kidneys of bats inhabiting an orchard near villages, raising concerns about potential fruit contamination via bat urine and transmission risks to livestock or humans. Additionally, we identified a novel protozoan parasite, tentatively named Klossiella yunnanensis, along with two highly abundant bacterial species, one of which is a newly discovered species--Flavobacterium yunnanensis. These findings broaden our understanding of the bat kidney infectome, underscore critical zoonotic threats, and highlight the need for comprehensive, full-spectrum microbial analyses of previously understudied organs to better assess spillover risks from bat populations.

microbiology↗

An ultra-long heavy chain bovine antibody neutralizes SARS-CoV-2 and reacts broadly with sarbecoviruses.

The ongoing threat of new SARS-CoV-2 variants and other sarbecoviruses has driven efforts to develop broadly neutralizing monoclonal antibodies (mAbs). This study used immunized cattle, known for producing antibodies with ultra-long CDRH3 domains, to generate 33 mAbs, ten of which had ultra-long CDRH3s (>50 amino acids). Of these, mAbs P7 and 99, demonstrated broad and potent neutralization. Notably, mAb P7 neutralized all tested variants, including SARS-CoV-1, with IC50 values between 0.05 and 9.2 {micro}g/mL, and showed cross-reactivity with RBDs from various sarbecoviruses. Structural analysis revealed that mAb 99 binds the spike proteins RBD at the ACE2 binding site. Although the exact binding of P7 wasnt resolved, evidence suggests it targets a hidden epitope, promoting spike trimer dissociation via its extended CDRH3. In Syrian hamsters, both mAbs significantly reduced lung viral loads. These results support the potential of bovine-derived mAbs, particularly those with ultra-long CDRH3s, for future antiviral therapies.

immunology↗

FABP5 in Skin Macrophages Mediates Saturated Fat-Induced IL-1β Signaling in Obesity-Associated Psoriasis Development

High fat diet (HFD)-induced obesity increases the risk and severity of psoriasis. However, the immunoregulatory effects of different HFD-induced obesity on psoriasis pathogenesis remains poorly understood. Here, mimicking human dietary fat profiles, four HFDs - saturated, monounsaturated, omega-6 and omega-3 fats - were designed and used to induce obesity in mice. Despite comparable obesity levels across groups, only the saturated HFD exacerbated imiquimod (IMQ)-induced psoriasis. This exacerbation correlated with elevated levels of IL-1{beta}-producing macrophages, IL-17A-producing {gamma}{delta} T cells, and neutrophils within psoriatic lesions. Mechanistically, saturated fatty acids (FAs) promoted IL-1{beta}/IL-17 signaling via fatty acid-binding protein 5 (FABP5)-mediated mitochondrial FA oxidation and extracellular ATP release in skin macrophages. Deletion of FABP5, either globally or specifically in macrophages, attenuated IL-1{beta}/IL-17A signaling and alleviated IMQ-induced psoriasis. These findings identify FABP5 as a key mediator of saturated HFD-driven psoriasis via the IL-1{beta}/IL-17 axis, offering insights into the interplay between dietary fats, obesity and psoriasis. HighlightsO_LISaturated, but not unsaturated, high-fat diets (HFDs) drive the development of obesity-associated psoriasis. C_LIO_LISaturated fats enhance IL-1{beta}/IL-17 signaling in psoriatic skin. C_LIO_LIFABP5 mediates saturated fat-induced IL-1{beta} signaling by promoting ATP production and release. C_LIO_LIDeletion of FABP5 in macrophages alleviates the development of saturated HFD-associated psoriasis. C_LI Graphic Abstract O_FIG O_LINKSMALLFIG WIDTH=200 HEIGHT=198 SRC="FIGDIR/small/628705v1_ufig1.gif" ALT="Figure 1"> View larger version (65K): org.highwire.dtl.DTLVardef@93fedaorg.highwire.dtl.DTLVardef@409fa2org.highwire.dtl.DTLVardef@b08362org.highwire.dtl.DTLVardef@81abcc_HPS_FORMAT_FIGEXP M_FIG C_FIG

immunology↗

HDAC6-Mediated FoxO1 Acetylation And Phosphorylation Control Periodontal Inflammatory Responses

Post-translational modifications (PTMs) are critical regulators of protein function and cellular signaling. While histone deacetylation by histone deacetylases (HDACs) is well established, the role of specific HDACs in modulating non-histone protein PTMs, particularly in an infectious context, is poorly understood. Here, we reveal a pivotal role for HDAC6 in orchestrating periodontal inflammation through its dual regulatory effects on FoxO1 acetylation and phosphorylation. Using Porphyromonas gingivalis, a key periodontal pathogen, as a model pathogen, we observed that infection induces HDAC6 activation, driving inflammatory responses via modulating FoxO1 activity. HDAC6 depletion increased FoxO1 acetylation and phosphorylation, leading to its cytoplasmic sequestration and subsequent suppression of FoxO1- mediated pro-inflammatory cytokine production in macrophages. Mechanistically, HDAC6 deficiency not only directly enhances the acetylation of FoxO1 but also upregulates the expression of Rictor, a critical component of the mTORC2 complex, thereby promoting Akt phosphorylation and subsequently FoxO1 phosphorylation. This results in its cytoplasmic retention and attenuated inflammatory transcriptional activity. Functional studies demonstrated that HDAC6 depletion suppressed the production of key inflammatory mediators, including TNF, IL-6, IL-12p40, and MIP-2, while promoting macrophage polarization toward anti-inflammatory M2 phenotypes. In vivo, using oral gavage infection and ligature-induced mouse periodontitis models, HDAC6 deficiency significantly reduced inflammatory cell infiltration in gingival tissues and protected against alveolar bone loss. These findings establish HDAC6 as a central regulator of periodontal inflammation, acting through the coordinated modulation of FoxO1 acetylation and phosphorylation. Beyond its role in oral pathology, HDAC6 may serve as a promising therapeutic target for managing inflammatory diseases linked to immune dysregulation.

molecular biology↗

Elucidating the dynamics of Integrin αIIb3 from native platelet membranes by cryo-EM with build and retrieve method

Platelets fulfill their essential physiological roles sensing the extracellular environment through their membrane proteins. The native membrane environment provides essential regulatory cues that impact the protein structure and mechanism of action. Single-particle cryogenic electron microscopy (cryo-EM) has transformed structural biology by allowing high-resolution structures of membrane proteins to be solved from homogeneous samples. Our recent breakthroughs in data processing now make it feasible to obtain atomic-level-resolution protein structures from crude preparations in their native environments by integrating cryo-EM with the "Build-and-Retrieve" (BaR) data processing methodology. We applied this iterative bottom-up methodology on resting human platelet membranes for an in-depth systems biology approach to uncover how lipids, metal binding, post-translational modifications, and co-factor associations in the native environment regulate platelet function at the molecular level. Here, we report using cryo-EM followed by the BaR method to solve the unmodified integrin IIb{beta}3 structure directly from resting human platelet membranes in its inactivated and intermediate states at 2.75[A] and 2.67[A], respectively. Further, we also solved a novel dimer conformation of IIb{beta}3 at 2.85[A] formed by two intermediate-states of IIb{beta}3. This may indicate a previously unknown self-regulatory mechanism of IIb{beta}3 in its native environment. In conclusion, our data show the power of using cryo-EM with the BaR method to determine three distinct structures including a novel dimer directly from natural sources. This approach allows us to identify unrecognized regulation mechanisms for proteins without artifacts due to purification processes. These data have the potential to enrich our understanding of platelet signaling circuitry. Key pointsO_LIWe report the first structural analysis of platelet membrane proteins extracted directly from human platelet membranes. C_LIO_LIOur novel structural-omics approach allowed us to solve integrin IIb{beta}3 structures in two distinct states from resting human platelets. C_LIO_LIRegulatory cues of integrin IIb{beta}3 were preserved from the native resource and revealed on the models with atomic resolutions. C_LIO_LIThis study opens the potential to build the platelet membrane protein atlas to understand platelet physiology. C_LI

biochemistry↗

Microglia-Dependent and Independent Modulation of Brain Lipid Metabolism in Alzheimer's Disease Revealed by Pharmacological and Genetic Microglial Depletion

Abnormal lipid metabolism in Alzheimers disease (AD) was first documented by Alois Alzheimer in his early observations of patients with a then unrecognized brain disease, which he noted was characterized by a significant presence of "adipose inclusions" or "lipoid granules". Despite this early recognition, until recently the significance of abnormal lipid metabolism in AD has been largely overlooked by the scientific community for decades, highlighting a critical gap in our understanding of this complex disease. In the past decade, numerous loci and genes with genome-wide significant evidence of affecting AD risk have been reported. Notably, a significant portion of these AD risk genes are either preferentially or exclusively expressed by microglia in the brain and/or code for enzymes that directly or indirectly regulate lipid metabolism. This suggests a major, yet uncharacterized, role of microglia in modulating brain lipid metabolism under AD pathological conditions. In our study, we dissected microglia-dependent and independent regulation of lipid metabolism in an AD-like mouse model of amyloidosis, 5xFAD, taking advantage of pharmacological and genetic interventions to eliminate microglia. Using multidimensional mass spectrometry-based shotgun lipidomics (MDMS-SL), we identified overt changes in a number of AD-associated lipids (ADALs) in postmortem patient brains and mouse models of amyloidosis. This included bis(monoacylglycerol)phosphate (BMP), a lipid class enriched in endosomal/lysosomal compartments, and the two most abundant classes of lysophospholipids: lysophosphatidylcholine (LPC) and lysophosphatidylethanolamine (LPE), which are commonly associated with inflammation. Our findings revealed that microglial depletion prevented the accumulation of arachidonic acid-containing BMP species, which are associated with lysosomal activation induced by amyloidosis via a mechanism that involves progranulin, coded by AD risk gene GRN, as shown by targeted transcriptomics, immunoblotting, and immunofluorescence. Surprisingly, AD-associated LPC and LPE accumulation was not driven by microglia. Instead, LPC accumulation correlated with astrocytic activation, while LPE accumulation seems to be associated with oxidative stress. In summary, we uncovered novel microglia-dependent and independent mechanisms that drive lipid dysregulation in AD. These findings may be mechanistically linked with the early glial lipoid deposits described by Dr. Alzheimer. O_FIG O_LINKSMALLFIG WIDTH=200 HEIGHT=133 SRC="FIGDIR/small/624173v1_ufig1.gif" ALT="Figure 1"> View larger version (41K): org.highwire.dtl.DTLVardef@6fe55aorg.highwire.dtl.DTLVardef@3a7d10org.highwire.dtl.DTLVardef@1e8c247org.highwire.dtl.DTLVardef@2ac75f_HPS_FORMAT_FIGEXP M_FIG O_FLOATNOGraphical Abstract.C_FLOATNO C_FIG

neuroscience↗

Manipulation of Host Cholesterol by SARS-CoV-2

Cholesterol homeostasis relies on lysosomes, which release free cholesterol from degraded lipids. We show that SARS-CoV-2 blocks lysosomal cholesterol export through its protein ORF3a. ORF3a binds the HOPS subunit VPS39, and disrupting this interaction restores cholesterol trafficking. Two mechanisms underlie this defect. First, ORF3a-VPS39 interaction traps the sorting receptor CI-MPR and the retrieval complex retromer in endosomes/lysosomes, impairing trafficking of the cholesterol transporter NPC2. Retromer deletion reproduced these defects. Second, ORF3a reduces bis(monoacylglycerol)phosphates (BMPs), lysosomal lipids required for cholesterol export. Lipidomics and proteomics revealed altered metabolism of BMP precursors, mitochondrial phosphatidylglycerols (PGs), and reduced mitochondrial proteins at lysosomes. ORF3a-VPS39 interaction decreased lysosome-mitochondrion membrane contact sites (MCS), excluding autophagy or mitochondrion-derived vesicles as routes for PG transfer. VPS39 deletion decreased the MCS and BMPs. These findings identify VPS39 as a regulator of NPC2 trafficking and BMP biosynthesis and reveal that ORF3a disrupts both pathways to block cholesterol egress.

cell biology↗

Sulfatide deficiency-induced astrogliosis and myelin lipid dyshomeostasis are independent of Trem2-mediated microglial activation

Disrupted lipid homeostasis and neuroinflammation often co-exist in neurodegenerative disorders including Alzheimers disease (AD). However, the intrinsic connection and causal relationship between these deficits remain elusive. Our previous studies show that the loss of sulfatide (ST), a class of myelin-enriched lipids, causes AD-like neuroinflammatory responses, cognitive impairment, bladder enlargement, as well as lipid dyshomeostasis. To better understand the relationship between neuroinflammation and lipid disruption induced by ST deficiency, we established a ST-deficient mouse model with constitutive Trem2 knockout and studied the impact of Trem2 in regulating ST deficiency-induced microglia-mediated neuroinflammation, astrocyte activation and lipid disruption. Our study demonstrates that Trem2 regulates ST deficiency-induced microglia-mediated neuroinflammatory pathways and astrogliosis at the transcriptomic level, but not astrocyte activation at the protein level, suggesting that Trem2 is indispensable for ST deficiency-induced microglia-mediated neuroinflammation but not astrogliosis. Meanwhile, ST loss-induced lipidome disruption and free water retention were consistently observed in the absence of Trem2. Collectively, these results emphasize the essential role of Trem2 in mediating lipid loss-associated microglia-mediated neuroinflammation, but not both astrogliosis and myelin lipid disruption. Moreover, we demonstrated that attenuating neuroinflammation has a limited impact on brain ST loss-induced lipidome alteration or AD-like peripheral disorders. Our findings suggest that preserving lipidome and astrocyte balance may be crucial in decelerating the progression of AD.

neuroscience↗

A high-throughput protein tagging toolkit that retains endogenous UTRs for studying gene regulation in Kinetoplastids.

Kinetoplastid parasites cause diseases that threaten human and animal health. To survive transitions between vertebrate hosts and insect vectors, these parasites rely on precise regulation of gene expression to adapt to environmental changes. Since gene regulation in Kinetoplastids is primarily post-transcriptional, developing efficient genetic tools for modifying genes at their endogenous loci while preserving regulatory mRNA elements is crucial for studying their complex biology. We present a CRISPR/Cas9-based tagging system that preserves untranslated regulatory elements and uses a viral 2A peptide from Thosea asigna to generate two separate proteins from a single transcript: a drug-selectable marker and a tagged protein of interest. This dual-function design maintains native control elements, allowing discrimination between regulation of transcript abundance, translational efficiency, and post-translational events. We validate the system by tagging six Trypanosoma brucei proteins and demonstrate: (i) high-efficiency positive selection and separation of drug-selectable marker and target protein, (ii) preservation of regulatory responses to environmental cues like heat shock and iron availability, and (iii) maintenance of stage-specific regulation during developmental transitions. This versatile toolkit is applicable to all kinetoplastids amenable to CRISPR/Cas9 editing, providing a powerful reverse genetic tool for studying post-transcriptional regulation and protein function in organisms where post-transcriptional control is dominant.

molecular biology↗

PMAIP1-Mediated Glucose Metabolism and its Impact on the Tumor Microenvironment in Breast Cancer: Integration of Multi-Omics Analysis and Experimental Validation

BackgroundGlucose metabolism in breast cancer has a potential effect on tumor progression and is related to the immune microenvironment. Thus, this study aimed to develop a glucose metabolism- tumor microenvironment score to provide new perspectives on breast cancer treatment. MethodData were acquired from the Gene Expression Omnibus and UCSC Xena databases, and glucose-metabolism-related genes were acquired from the Gene Set Enrichment Analysis database. Genes with significant prognostic value were identified, and immune infiltration analysis was conducted, and a prognostic model was constructed based on the results of these analyses. The results were validated by in vitro experiments with MCF-7 and MCF-10A cell lines, including expression validation, functional experiments, and bulk sequencing. Single-cell analysis was also conducted to explore the role of specific cell clusters in breast cancer, and Bayes deconvolution was used to further investigate the associations between cell clusters and tumor phenotypes of breast cancer. ResultsFour significant prognostic genes (PMAIP1, PGK1, SIRT7, and SORBS1) were identified, and, through immune infiltration analysis, a combined prognostic model based on glucose metabolism and immune infiltration was established. The model was used to classify clinical subtypes of breast cancer, and PMAIP1 was identified as a potential critical gene related to glucose metabolism in breast cancer. Single-cell analysis and Bayes deconvolution jointly confirmed the protective role of the PMAIP1+ luminal cell cluster.

bioinformatics↗