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Yamada, N.

Publications and source records attributed to Yamada, N..

At least 19 recordsLinked to original sources

Polycomb establishes TAD-scale H3K27me3 mega-domains to safeguard neuronal identity

During development, pluripotent stem cells generate diverse cell types through gene regulatory networks orchestrated by combinations of transcription factors (TFs). Following terminal differentiation, however, cellular identities become remarkably stable and resistant to TF-mediated perturbation, yet the mechanisms underlying this stability remain poorly understood. Here, we identify Polycomb repressive complexes (PRCs) as key regulators of neuronal identity maintenance. Although PRCs are well known for repressing the promoters of developmental genes during early cell fate specification, we unexpectedly find that PRC-mediated H3K27me3 expands into megabase-scale domains during neuronal maturation that align with topologically associating domains (TADs). These H3K27me3 "mega-domains" selectively encompass genes associated with alternative neural and non-neural lineages. While depletion of H3K27me3 in mature neurons has only modest effects on basal gene expression, it significantly increases neuronal activity-dependent c-FOS binding and induction of lineage-inappropriate genes within these mega-domains. Our findings reveal a previously unrecognized role for PRCs in establishing TAD-scale repressive chromatin domains during neuronal maturation, thereby safeguarding neuronal identity from external stimuli through broad silencing of alternative cell fate programs.

developmental biology↗

BRM preserves sinusoidal niche integrity to prevent microenvironmental senescence and sustain hematopoietic stem cells

During aging and stress, remodeling of the bone marrow (BM) microenvironment compromises hematopoietic stem cell (HSC) maintenance, contributing to an extrinsic HSC aging phenotype. Although niche-derived Notch signaling is essential for hematopoietic regeneration following myelosuppressive injury, the upstream epigenetic mechanisms that regulate this stress-responsive signaling remain poorly understood. Here, we identify the chromatin remodeler BRM (SMARCA2) as a critical regulator of the BM sinusoidal niche that preserves vascular integrity and hematopoietic regeneration. Using reciprocal BM transplantation, we demonstrate that a Brm-deficient microenvironment impairs HSC repopulating capacity and imposes an aging-like myeloid bias characterized by expansion of granulocyte-monocyte progenitors. Following 5-fluorouracil (5-FU)-induced myelosuppression, BrmKO mice exhibit defective sinusoidal regeneration accompanied by endothelial degeneration. Mechanistically, BRM deficiency attenuates endothelial Notch signaling by impairing stress-induced Notch2 expression in sinusoidal endothelial cells (SECs), while simultaneously reducing Jag2 ligand pool through persistent depletion of SECs and impaired stress-induced expansion of Jag2-producing LepR-positive stromal cells. These alterations attenuate endothelial Notch signaling, resulting in defective sinusoidal regeneration, loss of mesenchymal niche support, and progressive displacement of HSCs from the sinusoidal vasculature. Notably, Brm expression is physiologically reduced in aged wild-type SECs and LepR-positive stromal cells. Collectively, our findings identify BRM as a key epigenetic regulator of bone marrow niche integrity and suggest that age-associated BRM decline contributes to niche dysfunction and hematopoietic aging. Key PointsO_LIBRM preserves the bone marrow niche to sustain HSC repopulating capacity and prevent aging-associated myeloid bias. C_LIO_LIBRM preserves stress-responsive Notch signaling in the bone marrow niche, thereby maintaining sinusoidal integrity and HSC localization. C_LI

immunology↗

Mismatch repair dissection by in vivo RNAi reveals dose-dependent modulators of somatic instability and proteome remodeling in Huntingtons disease

Human and mouse genetics have established mismatch repair (MMR) as a central mediator of somatic repeat expansion, a key pathogenic process in Huntingtons disease (HD) and related disorders. How individual MMR components function within the intact mammalian brain and interact with broader cellular networks remains poorly understood. We screened more than 500 chemically stabilized siRNAs targeting 10 MMR genes and used interventional RNAi in the Q111 HD mouse model to systematically dissect MMR function in vivo. MSH3 and PMS1 emerged as the most dose-sensitive regulators of somatic expansion but displayed markedly different effects on proteome stability. Quantitative proteomics generated an in vivo atlas of MMR component abundance and cross-regulation in the mammalian CNS, uncovering extensive connectivity between DNA repair, transcriptional regulation, chromatin remodeling, and mitochondrial biology. Together, these findings establish a systems-level framework linking MMR biology to neuronal function and offer mechanistic insight into selective neuronal vulnerability in HD.

neuroscience↗

Anticipated Loss of Action Consequences Disrupts Motor Execution in Skilled Basketball Shooting

Internal forward models predict the sensory consequences of motor commands; however, whether the anticipated availability of post-action feedback contributes to the precision of the action itself remains unknown. We manipulated the predictability of post-release visual occlusion in skilled basketball players. Participants performed three-point shots while wearing liquid-crystal shutter goggles. The study tested three conditions: a no-occlusion baseline, certain-occlusion condition in which players knew that their vision would be occluded at ball release in every trial, and random-occlusion condition in which they could not predict whether an occlusion would occur. Shooting accuracy declined in the certain-occlusion condition relative to the no-occlusion condition (49.2% vs 41.7%). The random-occlusion condition did not differ from the baseline (46.1%). Within the random condition, the accuracy in occluded trials were virtually identical to that in non-occluded trials (46.6% vs 46.2%), even though the immediate visual occlusion was the same as in the certain-occlusion condition. These results demonstrate that it is not the absence of post-action information per se that disrupts motor execution, but the prior certainty that action consequences will be unavailable. We interpret this finding as a prospective influence of anticipated consequence loss, whereby motor execution depends on whether the prediction-outcome loop remains closable.

animal behavior and cognition↗

C57BL/6 BAC-CAG Huntingtons disease mice show somatic CAG expansion and responses to small interfering RNAs comparable to the FVB strain

Huntingtons disease (HD) is a neurodegenerative disorder caused by CAG repeat expansion in the huntingtin (HTT) gene, with longer repeats linked to earlier onset. Somatic CAG expansion, particularly in the striatum, contributes to disease progression and is influenced by HTT biology and genetic modifiers. Modulating somatic expansion is emerging as a promising approach to slow or prevent HD, and mouse models have been crucial for preclinical testing of different therapeutic strategies. The BAC-CAG model, developed on the FVB strain, has been used to study somatic expansion of human expanded HTT. However, comparisons with other key HD mouse models have been limited by differences in genetic background, as many other models are on the C57BL/6 strain. The BAC-CAG model has now been developed on a C57BL/6 background. To determine whether the C57BL/6 BAC-CAG model can be used to study and modulate somatic expansion, we compared CAG expansion in mice on C57BL/6 or FVB backgrounds, with and without intraventricular divalent small interfering RNAs (siRNA) targeting HD modifiers MutS homolog 3 (MSH3) and HTT. Both strains exhibited robust, comparable somatic expansion over two months, which was blocked by MSH3-, but not HTT-, targeted siRNA. RNA sequencing identified gene expression differences primarily in pseudogenes, with no differences in endogenous Htt, human HTT, or mismatch repair genes. These results demonstrate that BAC-CAG mice on a C57BL/6 background exhibit somatic CAG expansion comparable to the validated FVB strain, providing a model to study and preclinically test therapies targeting somatic expansion in HD.

neuroscience↗

Organyl 5'-Phosphates in siRNA Guide Strands: Structure-Function Relationships Governing Anchoring in Argonaute 2 and Metabolic Stability

Efficient siRNA loading into Argonaute2 (AGO2) requires a 5'-phosphate (5'-P) on the guide strand, yet this group is vulnerable to metabolic degradation in vivo. Although numerous chemical mimics of 5'-P have been reported, structural principles governing AGO2 interactions with organyl substituents on the 5'-P remain unclear. Moreover, structural determinants of 5'-P mimic recognition by known degradative enzymes (principally phosphatases and 5'-exonucleases) are also poorly understood. The 5'-P binding site of the AGO2 MID domain contains a stack of aromatic residues (Y527/F811/Y815), presenting a structural basis for augmenting canonical anchoring interactions. Herein, we systematically synthesized and characterized a diverse panel of organyl 5'-phosphates (5'-POR; R = 35 variable substituents) as guide strand 5'-P mimics designed to engage this unique hydrophobic pocket. Among the compounds evaluated, 5'-POR guide strands bearing methyl (Me) or phenylpropargyl (PhPrp) substituents are well-tolerated by AGO2 in cells. Previously uncharacterized 5'-P mimics, including 5'-phosphorothioate (5'-PS), phenylpropargyl 5'-phosphorothioate (5'-PS-PhPrp), and 5'-mesylphosphoramidate (5'-MsPA), maintain comparable AGO2 compatibility. All examined 5'-P mimics are markedly resistant to phosphatase, while 5'-POR variants and 5'-PS-PhPrp are also resistant to 5'-exonuclease degradation due to masking a negative charge of 5'-P. A crystal structure of a 5'-PO-PhPrp guide strand loaded into AGO2 reveals an unexpected network of {pi}-{pi} interactions between the rigid phenylpropargyl group and the targeted hydrophobic pocket of the MID domain. Collectively, these findings expand the functional chemical space of 5'-P mimics and define new modes for metabolically stabilizing the guide strand 5'-end while augmenting AGO2 MID anchoring. Graphical Abstract O_FIG O_LINKSMALLFIG WIDTH=200 HEIGHT=85 SRC="FIGDIR/small/705631v1_ufig1.gif" ALT="Figure 1"> View larger version (35K): org.highwire.dtl.DTLVardef@e6f88forg.highwire.dtl.DTLVardef@1c87dfaorg.highwire.dtl.DTLVardef@1c6e68corg.highwire.dtl.DTLVardef@14a1f60_HPS_FORMAT_FIGEXP M_FIG C_FIG

molecular biology↗

Tetraploid Caenorhabditis elegans embryos exhibit enhanced tolerance to osmotic stress

Polyploidy is a widespread phenomenon in development and evolution and is often associated with altered cellular physiology and developmental robustness. However, the influence of genome doubling on embryonic robustness to environmental stress remains poorly understood. Here, we investigated developmental traits and osmotic responses in tetraploid Caenorhabditis elegans embryos. Tetraploid animals exhibited enlarged body and tissue sizes and produced embryos with approximately 1.6-fold greater volume than diploids, accompanied by moderately delayed development and partial embryonic arrest. When exposed to a range of osmotic environments, both diploid and tetraploid embryos swelled or shrank in response to external osmolarity. Strikingly, tetraploid embryos at the early stage maintained normal cell division across a broader range of osmotic conditions than diploids. Quantitative analyses further revealed that tetraploid embryos exhibit reduced cytoplasmic mass density, largely reflecting lower protein concentration, while lipid and RNA levels remain unaffected. These compositional differences likely buffer volume fluctuations and underlie the enhanced osmotic tolerance of tetraploid embryos. Our findings demonstrate that genome doubling reshapes embryonic cellular physiology in a non-proportional manner to ploidy, thereby enhancing robustness during early development.

developmental biology↗

Blocking somatic repeat expansion and lowering huntingtin via RNA interference synergize to prevent Huntingtons disease pathogenesis in mice

Huntingtons disease (HD) is a progressive neurodegenerative disorder with no approved therapies. Two major molecular drivers--somatic expansion of inherited CAG repeats and toxic mutant HTT (mHTT) variants--lead to neuronal dysfunction. Despite multiple trials, HTT-lowering strategies have not shown meaningful clinical benefit. Using therapeutic divalent siRNAs, we assessed the long-term impact of silencing MSH3 (a key regulator of somatic expansion), HTT, or both. In Q111 HD mice (>110 CAGs), which exhibit robust expansion, mHTT inclusions, and transcriptional dysregulation by 12 months, long-term MSH3 silencing blocked expansion, reduced inclusions, and reversed gene expression changes. HTT silencing alone had limited effect, but combined MSH3/HTT targeting synergistically eliminated inclusions and restored transcriptomic profiles. Parallel treatment in wild-type mice showed no toxicity, supporting the safety of long-term intervention. These findings position somatic expansion as a promising therapeutic target and demonstrate the potential of RNAi-based co-silencing of MSH3 and HTT as a disease-modifying strategy for HD.

neuroscience↗

Towards MR-based interrogation of the hypoxia-driven insulin resistance mechanism: Adipocytes size estimation.

Obesity is a major risk factor for type 2 diabetes, yet not all individuals with obesity develop metabolic disease, underscoring the need for mechanistic biomarkers. Adipocyte hypertrophy is a hypothesized driver of insulin resistance, but current methods for quantifying adipocyte size are invasive. Here, we propose and validate a non-invasive MRI approach based on "short diffusion time" diffusion-weighted MR spectroscopy to estimate adipocyte size in vivo. Monte Carlo simulations confirmed the methods accuracy across a physiologic range of adipocyte sizes (20 - 150 m) and signal-to-noise ratios (SNR > 40). We applied this technique to the epididymal white adipose tissue (eWAT) of rats using in vivo 4.7T and ex vivo 11.7T MRI. Adipocyte sizes derived from diffusion MRI showed good agreement with histology, with minor systematic underestimation corrected by empirical factors. This approach does not require complex modeling or high diffusion weighting, increasing its translatability to the laboratory and clinical settings. Diffusion MRI may serve as a non-invasive "virtual biopsy" to monitor adipocyte morphology and improve understanding of obesity-related metabolic dysfunction.

bioengineering↗

RNAi-mediated silencing of SOD1 profoundly extends survival and functional outcomes in ALS mice

Amyotrophic lateral sclerosis (ALS) is a fatal neurodegenerative condition, with 20% of familial and 2-3% of sporadic cases linked to mutations in the cytosolic superoxide dismutase (SOD1) gene. Mutant SOD1 protein is toxic to motor neurons, making SOD1 gene lowering a promising approach, supported by preclinical data and the 2023 FDA approval of the GapmeR ASO targeting SOD1, tofersen. Despite the approval of an ASO and the optimism it brings to the field, the pharmacodynamics and pharmacokinetics of therapeutic SOD1 modulation can be improved. Here, we developed a chemically stabilized divalent siRNA scaffold (di-siRNA) that effectively suppresses SOD1 expression in vitro and in vivo. With optimized chemical modification, it achieves remarkable CNS tissue permeation and SOD1 silencing in vivo. Administered intraventricularly, di-siRNASOD1 extended survival in SOD1-G93A ALS mice, surpassing survival previously seen in these mice by ASO modalities, slowed disease progression, and prevented ALS neuropathology. These properties offer an improved therapeutic strategy for SOD1-mediated ALS and may extend to other dominantly inherited neurological disorders. One sentence summarySilencing SOD1 with chemically optimized divalent siRNA profoundly extends the lifespan of G93A mice and prevents neurodegenerative biochemical and behavioral phenotypes.

neuroscience↗

Preventing acute neurotoxicity of CNS therapeutic oligonucleotides with the addition of Ca2+ and Mg2+ in the formulation

Oligonucleotide therapeutics (ASOs and siRNAs) have been explored for modulation of gene expression in the central nervous system (CNS), with several drugs approved and many in clinical evaluation. Administration of highly concentrated oligonucleotides to the CNS can induce acute neurotoxicity. We demonstrate that delivery of concentrated oligonucleotides to the CSF in awake mice induces acute toxicity, observable within seconds of injection. Electroencephalography (EEG) and electromyography (EMG) in awake mice demonstrated seizures. Using ion chromatography, we show that siRNAs can tightly bind Ca2+ and Mg2+ up to molar equivalents of the phosphodiester (PO)/phosphorothioate (PS) bonds independently of the structure or phosphorothioate content. Optimization of the formulation by adding high concentrations (above biological levels) of divalent cations (Ca2+ alone, Mg2+ alone, or Ca2+ and Mg2+) prevents seizures with no impact on the distribution or efficacy of the oligonucleotide. The data here establishes the importance of adding Ca2+ and Mg2+ to the formulation for the safety of CNS administration of therapeutic oligonucleotides.

neuroscience↗

PRDX6 dictates ferroptosis sensitivity by directing cellular selenium mobilization

Selenium-dependent glutathione peroxidase 4 (GPX4) is the guardian of ferroptosis and prevents unrestrained (phospho)lipid peroxidation by directly reducing phospholipid hydroperoxides (PLOOH) to their corresponding alcohols. However, it remains unclear whether other phospholipid peroxidases can also contribute to ferroptosis prevention, albeit to a varying degree. Here we show that cells lacking GPX4 still exhibit substantial PLOOH reduction capacity, arguing for the presence of alternative PLOOH peroxidases. By scrutinizing potential candidates, we showed that while overexpression of peroxiredoxin 6 (PRDX6), a thiol-specific antioxidant enzyme with reported PLOOH-reducing activity, failed to prevent ferroptosis, its genetic loss markedly sensitizes cancer cells to ferroptosis. Mechanistically, we uncover that PRDX6 facilitates intracellular selenium handling, which is crucial for selenium incorporation into selenoproteins, including GPX4. Consequently, PRDX6 modulates GPX4 expression, thereby dictating the sensitivity of cells to undergo ferroptosis. Our study highlights PRDX6 as a critical factor in ferroptosis prevention by directing cellular selenium mobilization.

cell biology↗

Extended Nucleic Acid (exNA): A Novel, Biologically Compatible Backbone that Significantly Enhances Oligonucleotide Efficacy in vivo

Metabolic stabilization of therapeutic oligonucleotides requires both sugar and backbone modifications, where phosphorothioate (PS) is the only backbone chemistry used in the clinic. Here, we describe the discovery, synthesis, and characterization of a novel biologically compatible backbone, extended nucleic acid (exNA). Upon exNA precursor scale up, exNA incorporation is fully compatible with common nucleic acid synthetic protocols. The novel backbone is orthogonal to PS and shows profound stabilization against 3- and 5-exonucleases. Using small interfering RNAs (siRNAs) as an example, we show exNA is tolerated at most nucleotide positions and profoundly improves in vivo efficacy. A combined exNA-PS backbone enhances siRNA resistance to serum 3-exonuclease by [~]32-fold over PS backbone and >1000-fold over the natural phosphodiester backbone, thereby enhancing tissue exposure ([~]6-fold), tissues accumulation (4- to 20-fold), and potency both systemically and in brain. The improved potency and durability imparted by exNA opens more tissues and indications to oligonucleotide-driven therapeutic interventions.

biochemistry↗

DHCR7 as a novel regulator of ferroptosis in hepatocytes

Recent evidence indicates that ferroptosis is implicated in the pathophysiology of various liver diseases; however, the mechanism of ferroptosis regulation in the liver is poorly understood. Here, using the whole-genome screening approach, we identified 7-dehydrocholesterol reductase (DHCR7), the terminal enzyme of cholesterol biosynthesis, as a novel regulator of ferroptosis in hepatocytes. Genetic and pharmacological inhibition (with AY9944) of DHCR7 suppressed lipid peroxidation and ferroptosis in human hepatocellular carcinoma Huh-7 cells. DHCR7 inhibition increased its substrate, 7-dehydrocholesterol (7-DHC), and extrinsic 7-DHC supplementation in turn suppressed ferroptosis. On the other hand, cholesterol deprivation had no effect on ferroptosis. A 7-DHC-derived oxysterol metabolite, 3{beta},5-dihydroxycholest-7-en-6-one (DHCEO), was increased by a ferroptosis inducer RSL-3 in DHCR7-deficient cells, suggesting that the ferroptosis-suppressive effect of DHCR7 inhibition was driven by intracellular 7-DHC as a radical scavenger. While extrinsic 7-DHC supplementation suppressed ferroptosis in various cancer cells, pharmacological DHCR7 inhibition by AY9944 showed cell-type specific effects, which could be explained by high DHCR7 expression in Huh-7 cells. We further showed that AY9944 suppressed ferroptosis in murine primary hepatocytes in vitro and systemic administration of AY9944 inhibited hepatic ischemia-reperfusion injury in vivo. These findings provide new insights into the regulatory mechanism of liver ferroptosis and suggest that DHCR7 inhibition is a potential therapeutic option for ferroptosis-related liver diseases.

molecular biology↗

Cryo-sensitive aggregation triggers NLRP3 inflammasome assemblyin cryopyrin-associated periodic syndrome

Cryopyrin-associated periodic syndrome (CAPS) is an autoinflammatory syndrome caused by mutations of NLRP3, which was originally identified as cryopyrin. Familial cold autoinflammatory syndrome (FCAS), the mildest form of CAPS, is characterized by cold-induced inflammation induced by the overproduction of IL-1{beta}. However, the molecular mechanism of how mutated NLRP3 causes inflammasome activation in CAPS remains unclear. Here, we found that CAPS-associated NLRP3 mutants form cryo-sensitive aggregates that function as a scaffold for inflammasome activation. Cold exposure promoted inflammasome assembly and subsequent IL-1{beta} release triggered by mutated NLRP3. While K+ efflux was dispensable, Ca2+ was indispensable for mutated NLRP3-mediated inflammasome assembly. Notably, Ca2+ influx was induced during mutated NLRP3-mediated inflammasome assembly. Furthermore, caspase-1 inhibition prevented Ca2+ influx and inflammasome assembly induced by the mutated NLRP3, suggesting a feed-forward Ca2+ influx loop triggered by mutated NLRP3. Thus, the mutated NLRP3 forms cryo-sensitive aggregates to promote inflammasome assembly distinct from canonical NLRP3 inflammasome activation.

immunology↗

The PfAP2-G2 transcription factor is a critical regulator of gametocyte maturation

Differentiation from asexual blood stages to sexual gametocytes is required for transmission of malaria parasites from the human to the mosquito host. Preventing gametocyte commitment and development would block parasite transmission, but the underlying molecular mechanisms behind these processes remain poorly understood. Here, we report that the ApiAP2 transcription factor, PfAP2-G2 (PF3D7_1408200) plays a critical role in the maturation of Plasmodium falciparum gametocytes. PfAP2-G2 binds to the promoters of a wide array of genes that are expressed at many stages of the parasite life cycle. Interestingly, we also find binding of PfAP2-G2 within the gene body of almost 3000 genes, which strongly correlates with the location of H3K36me3 and several other histone modifications as well as Heterochromatin Protein 1 (HP1), suggesting that occupancy of PfAP2-G2 in gene bodies may serve as an alternative regulatory mechanism. Disruption of pfap2-g2 does not impact asexual development, parasite multiplication rate, or commitment to sexual development but the majority of sexual parasites are unable to mature beyond stage III gametocytes. The absence of pfap2-g2 leads to overexpression of 28% of the genes bound by PfAP2-G2 and none of the PfAP2-g2 bound are downregulated, suggesting that it is a repressor. We also find that PfAP2-G2 interacts with chromatin remodeling proteins, a microrchidia (MORC) protein, and another ApiAP2 protein (PF3D7_1139300). Overall our data demonstrate that PfAP2-G2 is an important transcription factor that establishes an essential gametocyte maturation program in association with other chromatin-related proteins.

microbiology↗

Enterohepatic transcription factor CREB3L3 protects atherosclerosis via SREBP competitive inhibition

CREB3L3 is a membrane-bound transcription factor to maintain lipid metabolism in the liver and small intestine. CREB3L3 ablation in Ldlr-/- mice exacerbated hyperlipidemia with remnant ApoB-containing lipoprotein accumulation, developing enhanced aortic atheroma formation, whose extent was additive between liver- and intestine-specific deletion. Conversely, hepatic nuclear CREB3L3 overexpression markedly suppressed atherosclerosis with amelioration of hyperlipidemia. CREB3L3 directly upregulates anti-atherogenic FGF21 and ApoA4, whereas antagonizes hepatic SREBP-mediated lipogenic and cholesterogenic genes and regulates LXR-regulated genes involved in intestinal transport of cholesterol. CREB3L3 deficiency accumulates nuclear SREBP proteins. Because both transcriptional factors share the cleavage system for nuclear transactivation, full-length CREB3L3 and SREBPs on endoplasmic reticulum (ER) functionally inhibit each other. CREB3L3 competitively antagonizes SREBPs for ER-Golgi transport, resulting in ER retention and proteolytic activation inhibition at Golgi, and vice versa. Collectively, due to this new mechanistic interaction between CREB3L3 and SREBPs under atherogenic conditions, CREB3L3 has multi-potent protective effects against atherosclerosis.

physiology↗

Alignment and quantification of ChIP-exo crosslinking patterns reveal the spatial organization of protein-DNA complexes

The ChIP-exo assay precisely delineates protein-DNA crosslinking patterns by combining chromatin immunoprecipitation with 5' to 3' exonuclease digestion. Within a regulatory complex, the physical distance of a regulatory protein to DNA affects crosslinking efficiencies. Therefore, the spatial organization of a protein-DNA complex could potentially be inferred by analyzing how crosslinking signatures vary between the subunits of a regulatory complex. Here, we present a computational framework that aligns ChIP-exo crosslinking patterns from multiple proteins across a set of coordinately bound regulatory regions, and which detects and quantifies protein-DNA crosslinking events within the aligned profiles. By producing consistent measurements of protein-DNA crosslinking strengths across multiple proteins, our approach enables characterization of relative spatial organization within a regulatory complex. We demonstrate that our approach can recover aspects of regulatory complex spatial organization when applied to collections of ChIP-exo data that profile regulatory machinery at yeast ribosomal protein genes and yeast tRNA genes. We also demonstrate the ability to quantify changes in protein-DNA complex organization across conditions by applying our approach to data profiling Drosophila Pol II transcriptional components. Our results suggest that principled analyses of ChIP-exo crosslinking patterns enable inference of spatial organization within protein-DNA complexes.

bioinformatics↗