Systems Biology
Integrative systems biology framework discovers common gene regulatory signatures in mechanistically distinct inflammatory skin diseases
NPJ Syst Biol Appl. 2025 Feb 27;11(1):21. doi: 10.1038/s41540-025-00498-x.
ABSTRACT
More than 20% of the population across the world is affected by non-communicable inflammatory skin diseases including psoriasis, atopic dermatitis, hidradenitis suppurativa, rosacea, etc. Many of these chronic diseases are painful and debilitating with limited effective therapeutic interventions. This study aims to identify common regulatory pathways and master regulators that regulate the molecular pathogenesis of inflammatory skin diseases. We designed an integrative systems biology framework to identify the significant regulators across several diseases. Network analytics unraveled 55 high-value proteins as significant regulators in molecular pathogenesis which can serve as putative drug targets for more effective treatments. We identified IKZF1 as a shared master regulator in hidradenitis suppurativa, atopic dermatitis, and rosacea with known disease-derived molecules for developing efficacious combinatorial treatments for these diseases. The proposed framework is very modular and indicates a significant path of molecular mechanism-based drug development from complex transcriptomics data and other multi-omics data.
PMID:40016271 | DOI:10.1038/s41540-025-00498-x
Large scale investigation of GPCR molecular dynamics data uncovers allosteric sites and lateral gateways
Nat Commun. 2025 Feb 27;16(1):2020. doi: 10.1038/s41467-025-57034-y.
ABSTRACT
G protein-coupled receptors (GPCRs) constitute a functionally diverse protein family and are targets for a broad spectrum of pharmaceuticals. Technological progress in X-ray crystallography and cryogenic electron microscopy has enabled extensive, high-resolution structural characterisation of GPCRs in different conformational states. However, as highly dynamic events underlie GPCR signalling, a complete understanding of GPCR functionality requires insights into their conformational dynamics. Here, we present a large dataset of molecular dynamics simulations covering 60% of currently available GPCR structures. Our analysis reveals extensive local "breathing" motions of the receptor on a nano- to microsecond timescale and provides access to numerous previously unexplored receptor conformational states. Furthermore, we reveal that receptor flexibility impacts the shape of allosteric drug binding sites, which frequently adopt partially or completely closed states in the absence of a molecular modulator. We demonstrate that exploring membrane lipid dynamics and their interaction with GPCRs is an efficient approach to expose such hidden allosteric sites and even lateral ligand entrance gateways. The obtained insights and generated dataset on conformations, allosteric sites and lateral entrance gates in GPCRs allows us to better understand the functionality of these receptors and opens new therapeutic avenues for drug-targeting strategies.
PMID:40016203 | DOI:10.1038/s41467-025-57034-y
E-twenty-six-specific sequence variant 5 (ETV5) facilitates hepatocellular carcinoma progression and metastasis through enhancing polymorphonuclear myeloid-derived suppressor cell (PMN-MDSC)-mediated immunosuppression
Gut. 2025 Feb 27:gutjnl-2024-333944. doi: 10.1136/gutjnl-2024-333944. Online ahead of print.
ABSTRACT
BACKGROUND: Despite the success of immune checkpoint blockade, a lack of understanding of the hepatocellular carcinoma (HCC) immune microenvironment impedes its development.
OBJECTIVE: We aim to elucidate the essential function of E-twenty-six-specific sequence variant 5 (ETV5) in regulating the immune microenvironment in HCC.
DESIGN: Humanised mouse models, murine orthotopic models and diethylnitrosamine/carbon tetrachloride (DEN/CCl4)-induced HCC models were used to examine the function of ETV5. The downstream targets of ETV5 were screened using chromatin immunoprecipitation sequencing, CUT&Tag and RNA sequencing. Immune cells were examined using flow cytometry and immunofluorescence. S100 calcium-binding protein A9 (S100A9) was targeted by neutralising antibodies.
RESULTS: Overexpression of ETV5 in HCC cells facilitated HCC metastasis and immune escape by recruiting and enhancing the immunosuppressive capabilities of polymorphonuclear myeloid-derived suppressor cells (PMN-MDSCs). Mechanistically, ETV5 transactivated programmed death ligand 1 (PD-L1) and S100A9 expression. Inhibition of S100A9 or myeloid-specific knockout of toll-like receptor 4 (TLR4)/receptor for advanced glycation endproducts (RAGE), the receptors of S100A9, impeded ETV5-induced PMN-MDSC recruitment. Meanwhile, S100A9 within the tumour microenvironment elevated ETV5 expression via the extracellular signal-regulated kinase (ERK)/nuclear factor-kappa B pathway. Additionally, ETV5 transcriptionally upregulated PD-L1 in MDSCs as well, thereby augmenting their immunosuppressive functions. Myeloid-specific Etv5 knockout attenuated HCC progression. We developed monoclonal neutralising-S100A9 antibodies that effectively inhibited ETV5-mediated PMN-MDSC infiltration. Synergistic application of anti-S100A9 or TLR4/RAGE inhibitors with anti-PD-L1 therapy significantly suppressed ETV5-mediated HCC progression.
CONCLUSION: ETV5 facilitates HCC progression and metastasis by promoting the recruitment, infiltration and activation of PMN-MDSCs. Synergistic application of anti-S100A9 or TLR4/RAGE inhibitors with anti-PD-L1 therapy holds great promise as an effective combinational treatment strategy for ETV5-positive HCC.
PMID:40015948 | DOI:10.1136/gutjnl-2024-333944
Proteomics and phosphoproteomics analysis of acute pancreatitis alleviated by forsythoside B
J Proteomics. 2025 Feb 25:105414. doi: 10.1016/j.jprot.2025.105414. Online ahead of print.
ABSTRACT
Acute pancreatitis (AP) is a common acute abdominal condition in clinical practice, associated with high morbidity and mortality rates. Forsythia constitutes a component of traditional Chinese medicinal decoctions used for clinical AP treatment; however, the efficacy of its active monomer in treating AP has yet to be completely substantiated. Here, we engineered an AP cell and mouse model by administering a combination of caerulein and LPS. In vitro experiments utilizing AR42J cells demonstrated that forsythoside B (FST·B) was the most effective monomer in mitigating cellular inflammation. Subsequently, a comprehensive evaluation of FST·B concentrations and efficacy was performed in animal models. Next Mass spectrometry analysis of pancreatic from AP mice treated with 50 mg/kg FST·B was conducted to elucidate its primary regulatory molecular signaling and key targets. FST·B effectively mitigated pathological damage in mice with acute pancreatitis, leading to a reduction in the expression of inflammatory cytokines in both pancreatic tissue and serum. Proteomics and phosphoproteomic profiles revealed that FST·B significantly enhanced the level of oxidative phosphorylation and spliceosome pathway in the AP mice. This research provides initial evidence of the regulatory molecular signals and targets of FST·B in AP, laying a potential foundation for its clinical use in treating AP. SIGNIFICANCE: Acute pancreatitis (AP) is a common acute abdominal condition in clinical practice, associated with high morbidity and mortality rates, and the global incidence of AP has increased by approximately 25 % over the past 15 years. Despite the complexity of AP's causes and the high susceptibility of proteins to degradation during lesions, systems biology studies, such as proteomics, have been limited in investigating the molecular mechanisms involved in its pharmacological treatment. Forsythoside B, a phenylethanol glycoside isolated from the air-dried fruit of forsythia, is a traditional oriental anti-inflammatory drug commonly used in clinical practice. We demonstrated in the AP mouse model that forsythoside B can alleviate pancreatic inflammatory damage in vivo. To elucidate the molecular mechanisms underlying the anti-inflammatory effect of forsythoside B, a comprehensive proteomic and phosphoproteomic analysis was conducted on AP mice models prior to and subsequent to forsythoside B intervention. Finally, 1640 significantly differentially expressed proteins, 1448 significantly differentially expressed phosphoproteins corresponding to 2496 significantly differentially expressed phosphosites were identified. Functional analysis revealed that forsythoside B significantly enhanced the level of oxidative phosphorylation in the AP mice in proteomic profiles, and the spliceosome pathway at the phosphorylation level was significantly affected by forsythoside B. This research provides initial evidence of the regulatory molecular signals and targets of forsythoside B in AP, laying a potential foundation for its clinical use in treating AP.
PMID:40015372 | DOI:10.1016/j.jprot.2025.105414
Harnessing the interplay of protein posttranslational modifications: Enhancing plant resilience to heavy metal toxicity
Microbiol Res. 2025 Feb 25;295:128112. doi: 10.1016/j.micres.2025.128112. Online ahead of print.
ABSTRACT
Heavy metals (HMs) toxicity finds substantial plant health risk, affecting germination, growth, productivity, and survival. HMs exposure can interrupt cellular function, increase oxidative stress and affect physiological processes. Plants have developed array of adaptive responses, with proteins playing key role in detecting, signalling, and mitigating metal-induced stress. Under stress, posttranslational modifications, including phosphorylation, ubiquitination, glycosylation and acetylation, are essential regulators of protein stability, localization, and function. This review examines the comprehensive profiling of PTMs in HMs stress responses, including how PTMs regulate the signalling pathways, degradation pathways, and TFs modulation. Specifically, discuss the role of phosphorylation, ubiquitination, and sumoylation, neddylation, lipidation, and S-nitrosylation in specifically under HMs stress with PTMs regulation of antioxidant enzymes, stress proteins, metal transporters and chelators of detoxification. This review illustrates the crosstalk of PTMs to show how synergistic interactions regulate protein stability, activity, and localization upon HMs stress. In cross talk, ubiquitination often starts from phosphorylation to subsequent degradation of proteins in a timely and reversible way to trigger stress responses. However, sumoylation stabilizes key transcription factors that are rapidly dephosphorylated and integral in metal detoxification, form a synergistic combination with phosphorylation to maintain their activity. It explains the future research directions, focusing on PTM engineering to generate stress tolerant plant varieties. By studying the response of plants to HMs stress through PTMs, emphasizes the relevance of PTMs towards plant resilience and advocates for systems biology integrative approach to advancing plant stress biology.
PMID:40015082 | DOI:10.1016/j.micres.2025.128112
Structure Characterization of Bacterial Microcompartment Shells via X-ray Scattering and Coordinate Modeling: Evidence for Adventitious Capture of Cytoplasmic Proteins
ACS Appl Bio Mater. 2025 Feb 27. doi: 10.1021/acsabm.4c01621. Online ahead of print.
ABSTRACT
Bacterial microcompartments (BMCs) are self-assembling protein shell structures that are widely investigated across a broad range of biological and abiotic chemistry applications. A central challenge in BMC research is the targeted capture of enzymes during shell assembly. While crystallography and cryo-EM techniques have been successful in determining BMC shell structures, there has been only limited success in visualizing the location of BMC-captured enzyme cargo. Here, we demonstrate the opportunity to use small-angle X-ray scattering (SAXS) and pair distance distribution function (PDDF) measurements combined with quantitative comparison to coordinate structure models as an approach to characterize BMC shell structures in solution conditions directly relevant to biochemical function. Using this approach, we analyzed BMC shells from Haliangium ochraceum (HO) that were isolated following expression in E. coli. The analysis allowed the BMC shell structures and the extent of encapsulated enzyme cargo to be identified. Notably, the results demonstrate that HO-BMC shells adventitiously capture significant amounts of cytoplasmic cargo during assembly in E. coli. Our findings highlight the utility of SAXS/PDDF analysis for evaluating BMC architectures and enzyme encapsulation, offering valuable insights for designing BMC shells as platforms for biological and abiotic catalyst capture within confined environments.
PMID:40014870 | DOI:10.1021/acsabm.4c01621
Fully Integrated Centrifugal Microfluidics for Rapid Exosome Isolation, Glycan Analysis, and Point-of-Care Diagnosis
ACS Nano. 2025 Feb 27. doi: 10.1021/acsnano.4c16988. Online ahead of print.
ABSTRACT
Exosomes present in the circulatory system demonstrate considerable promise for the diagnosis and treatment of diseases. Nevertheless, the complex nature of blood samples and the prevalence of highly abundant proteins pose a significant obstacle to prompt and effective isolation and functional evaluation of exosomes from blood. Here, we present a fully integrated lab-on-a-disc equipped with two nanofilters, also termed iExoDisc, which facilitates automated isolation of exosomes from 400 μL blood samples within 45 min. By integrating the plasma separation module, highly abundant protein removal module, and nanopore membrane-based total isolation module, the resulting exosomes exhibited significantly increased purity (∼3-6-fold) compared to conventional ultracentrifugation and polymer precipitation. Additionally, we then successfully performed nontargeted and targeted glycan profiling on exosomes derived from clinical triple-negative breast cancer (TNBC) patients using MALDI-TOF-MS and lectin microarray containing 56 kinds of lectins. The findings from both methodologies indicated that galactosylation and sialylation exhibit potential as diagnostic indicators for TNBC. Finally, by utilizing the exosome-specific glycosylated protein CD63 as a proof-of-concept, we successfully realized the integration of point-of-care on-chip exosome separation and in situ detection with 2 h. Thus, the iExoDisc provides a potential approach to early cancer detection, liquid biopsy, and point-of-care diagnosis.
PMID:40014808 | DOI:10.1021/acsnano.4c16988
TIGR-Tas: A family of modular RNA-guided DNA-targeting systems in prokaryotes and their viruses
Science. 2025 Feb 27:eadv9789. doi: 10.1126/science.adv9789. Online ahead of print.
ABSTRACT
RNA-guided systems provide remarkable versatility, enabling diverse biological functions. Through iterative structural and sequence homology-based mining starting with a guide RNA-interaction domain of Cas9, we identified a family of RNA-guided DNA-targeting proteins in phage and parasitic bacteria. Each system consists of a Tandem Interspaced Guide RNA (TIGR) array and a TIGR-associated (Tas) protein containing a Nop domain, sometimes fused to HNH (TasH) or RuvC (TasR) nuclease domains. We show that TIGR arrays are processed into 36-nt RNAs (tigRNAs) that direct sequence-specific DNA binding through a tandem-spacer targeting mechanism. TasR can be reprogrammed for precise DNA cleavage, including in human cells. The structure of TasR reveals striking similarities to box C/D snoRNPs and IS110 RNA-guided transposases, providing insights into the evolution of diverse RNA-guided systems.
PMID:40014690 | DOI:10.1126/science.adv9789
Regulatory T cells constrain T cells of shared specificity to enforce tolerance during infection
Science. 2025 Feb 27:eadk3248. doi: 10.1126/science.adk3248. Online ahead of print.
ABSTRACT
During infections, CD4+ Foxp3+ regulatory T (Treg) cells must control autoreactive CD4+ conventional T (Tconv) cell responses against self-peptide antigens while permitting those against pathogen-derived "nonself" peptides. We defined the basis of this selectivity using mice in which Treg cells reactive to a single prostate-specific self-peptide were selectively depleted. We found that self-peptide-specific Treg cells were dispensable for the control of Tconv cells of matched specificity at homeostasis. However, they were required to control such Tconv cells and prevent autoimmunity toward the prostate following exposure to elevated self-peptide during infection. Importantly, the Treg cell response to self-peptide did not impact protective Tconv cell responses to a pathogen-derived peptide. Thus, self-peptide-specific Treg cells promoted self-nonself discrimination during infection by selectively controlling Tconv cells of shared self-specificity.
PMID:40014689 | DOI:10.1126/science.adk3248
Single-Cell Force Spectroscopy Uncovers Root Zone- and Bacteria-Specific Interactions
Angew Chem Int Ed Engl. 2025 Feb 27:e202419510. doi: 10.1002/anie.202419510. Online ahead of print.
ABSTRACT
Understanding root-bacteria interactions with plant growth-promoting rhizobacteria (PGPR) is key to developing effective biofertilizers for sustainable agriculture. We performed single-cell force spectroscopy using the atomic force microscope (AFM) to study the primary attachment of two PGPR, Bacillus velezensis and Pseudomonas defensor, to different regions of Arabidopsis thaliana roots. Force measurements with individual cells uncovered distinct attachment strategies by each strain, involving binding via micrometer-long polymers from both bacteria and root surfaces. Flagella differentially affected the binding interactions of each PGPR; their removal altered binding characteristics differently for each strain, highlighting the importance of surface polymeric molecules in early root colonization. Using silica beads to mimic the negatively charged bacteria, we demonstrated the influence of electrostatic forces on root-bacteria interactions. We examined interactions with abiotic surfaces of varying surface energies, revealing the roles of hydrophilic and hydrophobic forces in initial binding. Our measurements show that differences in physico-chemical properties of bacteria and roots are responsible for variations in primary attachment strategies between PGPR strains and root regions. Parallel fluorescence measurements corroborated our AFM single-cell analysis. Overall, our results provide a nanoscale view of bacterial attachment to roots, offering key insights into how beneficial bacteria colonize roots, crucial for enhancing biofertilizer effectiveness.
PMID:40014612 | DOI:10.1002/anie.202419510
Bacteria-derived 3-hydroxydodecanoic acid induces a potent anti-tumor immune response via the GPR84 receptor
Cell Rep. 2025 Feb 26;44(3):115357. doi: 10.1016/j.celrep.2025.115357. Online ahead of print.
ABSTRACT
Despite advances in cancer treatment, the development of effective therapies remains an urgent unmet need. Here, we investigate the potential of bacteria-derived metabolites as a therapeutic alternative for the treatment of cancer. We detect 3-hydroxydodecanedioic acid in the serum of tumor-bearing mice treated with serum from mice previously supplemented with a mix of Clostridiales bacteria. Further, 3-hydroxydodecanoic acid, an intermediate derivative between dodecanoic and 3-hydroxydodecanedioic acids, exhibits a strong anti-tumor response via GPR84 receptor signaling and enhances CD8+ T cell infiltration and cytotoxicity within tumor tissue in multiple cancer models. Metabolomics analysis of colorectal cancer patient serum reveals an inverse correlation between the abundance of these metabolites and advanced disease stages. Our findings provide a strong rationale for 3-hydroxydodecanoic acid and the GPR84 receptor to be considered as promising therapeutic targets for cancer treatment.
PMID:40014452 | DOI:10.1016/j.celrep.2025.115357
Toward Antibody Production in Genome-Minimized <em>Bacillus subtilis</em> Strains
ACS Synth Biol. 2025 Feb 27. doi: 10.1021/acssynbio.4c00688. Online ahead of print.
ABSTRACT
Bacillus subtilis is a bacterial cell factory with outstanding protein secretion capabilities that has been deployed as a workhorse for the production of industrial enzymes for more than a century. Nevertheless, the production of other proteins with B. subtilis, such as antibody formats, has thus far been challenging due to specific requirements that relate to correct protein folding and disulfide bond formation upon export from the cytoplasm. In the present study, we explored the possibility of producing functional antibody formats, such as scFvs and scFabs, using the genome-reduced Midi- and MiniBacillus strain lineage. The applied workflow included selection of optimal chassis strains, appropriate expression vectors, signal peptides, growth media, and analytical methods to verify the functionality of the secreted antibody fragments. The production of scFv fragments was upscaled to the 1 L bioreactor level. As demonstrated for a human C-reactive protein-binding scFv antibody by mass spectrometry, biolayer interferometry, circular dichroism, free thiol cross-linking with N-ethylmaleimide, and nano-differential scanning fluorimetry, MidiBacillus strains can secrete fully functional, natively folded, disulfide-bonded, and thermostable antibody fragments. We therefore conclude that genome-reduced B. subtilis chassis strains are capable of secreting high-quality antibody fragments.
PMID:40013841 | DOI:10.1021/acssynbio.4c00688
Plant species richness promotes the decoupling of leaf and root defence traits while species-specific responses in physical and chemical defences are rare
New Phytol. 2025 Feb 27. doi: 10.1111/nph.20434. Online ahead of print.
ABSTRACT
The increased positive impact of plant diversity on ecosystem functioning is often attributed to the accumulation of mutualists and dilution of antagonists in diverse plant communities. While increased plant diversity alters traits related to resource acquisition, it remains unclear whether it reduces defence allocation, whether this reduction differs between roots and leaves, or varies among species. To answer these questions, we assessed the effect of plant species richness, plant species identity and their interaction on the expression of 23 physical and chemical leaf and fine root defence traits of 16 plant species in a 19-yr-old biodiversity experiment. Only leaf mass per area, leaf and root dry matter content and root nitrogen, traits associated with both, resource acquisition and defence, responded consistently to species richness. However, species richness promoted a decoupling of these defences in leaves and fine roots, possibly in response to resource limitations in diverse communities. Species-specific responses were rare and related to chemical defence and mutualist collaboration, likely responding to species-specific antagonists' dilution and mutualists' accumulation. Overall, our study suggests that resource limitation in diverse communities might mediate the relationship between plant defence traits and antagonist dilution.
PMID:40013369 | DOI:10.1111/nph.20434
A review of mathematical modeling of bone remodeling from a systems biology perspective
Front Syst Biol. 2024;4:1368555. doi: 10.3389/fsysb.2024.1368555. Epub 2024 Apr 8.
ABSTRACT
Bone remodeling is an essential, delicately balanced physiological process of coordinated activity of bone cells that remove and deposit new bone tissue in the adult skeleton. Due to the complex nature of this process, many mathematical models of bone remodeling have been developed. Each of these models has unique features, but they have underlying patterns. In this review, the authors highlight the important aspects frequently found in mathematical models for bone remodeling and discuss how and why these aspects are included when considering the physiology of the bone basic multicellular unit, which is the term used for the collection of cells responsible for bone remodeling. The review also emphasizes the view of bone remodeling from a systems biology perspective. Understanding the systemic mechanisms involved in remodeling will help provide information on bone pathology associated with aging, endocrine disorders, cancers, and inflammatory conditions and enhance systems pharmacology. Furthermore, some features of the bone remodeling cycle and interactions with other organ systems that have not yet been modeled mathematically are discussed as promising future directions in the field.
PMID:40012834 | PMC:PMC11864782 | DOI:10.3389/fsysb.2024.1368555
The LAM Is Not Enough-An Idea to Watch Regarding Adipose Tissue Macrophages and Their Disease Relevance: Why Lipid-Associated Macrophage (LAM) Accumulation in Adipose Tissue Is a Systems Biology Problem
Bioessays. 2025 Feb 26:e202500020. doi: 10.1002/bies.202500020. Online ahead of print.
NO ABSTRACT
PMID:40012408 | DOI:10.1002/bies.202500020
Erratum to 'Genomic biomarkers to predict response to atezolizumab plus bevacizumab immunotherapy in hepatocellular carcinoma: Insights from the IMbrave150 trial' [Clin Mol Hepatol 2024;30:807-823]
Clin Mol Hepatol. 2025 Feb 27. doi: 10.3350/cmh.2024.0333e. Online ahead of print.
NO ABSTRACT
PMID:40012401 | DOI:10.3350/cmh.2024.0333e
Genome-wide CRISPR guide RNA design and specificity analysis with GuideScan2
Genome Biol. 2025 Feb 26;26(1):41. doi: 10.1186/s13059-025-03488-8.
ABSTRACT
We present GuideScan2 for memory-efficient, parallelizable construction of high-specificity CRISPR guide RNA (gRNA) databases and user-friendly design and analysis of individual gRNAs and gRNA libraries for targeting coding and non-coding regions in custom genomes. GuideScan2 analysis identifies widespread confounding effects of low-specificity gRNAs in published CRISPR screens and enables construction of a gRNA library that reduces off-target effects in a gene essentiality screen. GuideScan2 also enables the design and experimental validation of allele-specific gRNAs in a hybrid mouse genome. GuideScan2 will facilitate CRISPR experiments across a wide range of applications.
PMID:40011959 | DOI:10.1186/s13059-025-03488-8
A compendium of human gene functions derived from evolutionary modelling
Nature. 2025 Feb 26. doi: 10.1038/s41586-025-08592-0. Online ahead of print.
ABSTRACT
A comprehensive, computable representation of the functional repertoire of all macromolecules encoded within the human genome is a foundational resource for biology and biomedical research. The Gene Ontology Consortium has been working towards this goal by generating a structured body of information about gene functions, which now includes experimental findings reported in more than 175,000 publications for human genes and genes in experimentally tractable model organisms1,2. Here, we describe the results of a large, international effort to integrate all of these findings to create a representation of human gene functions that is as complete and accurate as possible. Specifically, we apply an expert-curated, explicit evolutionary modelling approach to all human protein-coding genes. This approach integrates available experimental information across families of related genes into models that reconstruct the gain and loss of functional characteristics over evolutionary time. The models and the resulting set of 68,667 integrated gene functions cover approximately 82% of human protein-coding genes. The functional repertoire reveals a marked preponderance of molecular regulatory functions, and the models provide insights into the evolutionary origins of human gene functions. We show that our set of descriptions of functions can improve the widely used genomic technique of Gene Ontology enrichment analysis. The experimental evidence for each functional characteristic is recorded, thereby enabling the scientific community to help review and improve the resource, which we have made publicly available.
PMID:40011791 | DOI:10.1038/s41586-025-08592-0
Systems-level design principles of metabolic rewiring in an animal
Nature. 2025 Feb 26. doi: 10.1038/s41586-025-08636-5. Online ahead of print.
ABSTRACT
The regulation of metabolism is vital to any organism and can be achieved by transcriptionally activating or repressing metabolic genes1-3. Although many examples of transcriptional metabolic rewiring have been reported4, a systems-level study of how metabolism is rewired in response to metabolic perturbations is lacking in any animal. Here we apply Worm Perturb-Seq (WPS)-a high-throughput method combining whole-animal RNA-interference and RNA-sequencing5-to around 900 metabolic genes in the nematode Caenorhabditis elegans. We derive a metabolic gene regulatory network (mGRN) in which 385 perturbations are connected to 9,414 genes by more than 110,000 interactions. The mGRN has a highly modular structure in which 22 perturbation clusters connect to 44 gene expression programs. The mGRN reveals different modes of transcriptional rewiring from simple reaction and pathway compensation to rerouting and more complex network coordination. Using metabolic network modelling, we identify a design principle of transcriptional rewiring that we name the compensation-repression (CR) model. The CR model explains most transcriptional responses in metabolic genes and reveals a high level of compensation and repression in five core metabolic functions related to energy and biomass. We provide preliminary evidence that the CR model may also explain transcriptional metabolic rewiring in human cells.
PMID:40011787 | DOI:10.1038/s41586-025-08636-5
Genome-coverage single-cell histone modifications for embryo lineage tracing
Nature. 2025 Feb 26. doi: 10.1038/s41586-025-08656-1. Online ahead of print.
ABSTRACT
Substantial epigenetic resetting during early embryo development from fertilization to blastocyst formation ensures zygotic genome activation and leads to progressive cellular heterogeneities1-3. Mapping single-cell epigenomic profiles of core histone modifications that cover each individual cell is a fundamental goal in developmental biology. Here we develop target chromatin indexing and tagmentation (TACIT), a method that enabled genome-coverage single-cell profiling of seven histone modifications across mouse early embryos. We integrated these single-cell histone modifications with single-cell RNA sequencing data to chart a single-cell resolution epigenetic landscape. Multimodal chromatin-state annotations showed that the onset of zygotic genome activation at the early two-cell stage already primes heterogeneities in totipotency. We used machine learning to identify totipotency gene regulatory networks, including stage-specific transposable elements and putative transcription factors. CRISPR activation of a combination of these identified transcription factors induced totipotency activation in mouse embryonic stem cells. Together with single-cell co-profiles of multiple histone modifications, we developed a model that predicts the earliest cell branching towards the inner cell mass and the trophectoderm in latent multimodal space and identifies regulatory elements and previously unknown lineage-specifying transcription factors. Our work provides insights into single-cell epigenetic reprogramming, multimodal regulation of cellular lineages and cell-fate priming during mouse pre-implantation development.
PMID:40011786 | DOI:10.1038/s41586-025-08656-1