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Nap1-mediated actin remodeling is essential for mammalian myoblast fusion.

Myoblast fusion is crucial for the formation, growth, maintenance and regeneration of healthy skeletal muscle. Unfortunately, the molecular machinery, cell behaviors, and membrane and cytoskeletal remodeling events that govern fusion and myofiber formation remain poorly understood. Using time-lapse imaging approaches on mouse C2C12 myoblasts, we identify discrete and specific molecular events at myoblast membranes during fusion and myotube formation. These events include rearrangement of cell shape from fibroblast to spindle-like morphologies, changes in lamellipodial and filopodial extensions during different periods of differentiation, and changes in membrane alignment and organization during fusion. We find that actin-cytoskeleton remodeling is crucial for these events: pharmacological inhibition of F-actin polymerization leads to decreased lamellipodial and filopodial extensions and to reduced myoblast fusion. Additionally, shRNA-mediated inhibition of Nap1, a member of the WAVE actin-remodeling complex, results in accumulations of F-actin structures at the plasma membrane that are concomitant with a decrease in myoblast fusion. Our data highlight distinct and essential roles for actin cytoskeleton remodeling during mammalian myoblast fusion, provide a platform for cellular and molecular dissection of the fusion process, and suggest a functional conservation of Nap1-regulated actin-cytoskeleton remodeling during myoblast fusion between mammals and Drosophila.

Actins

Lentiviral Transduction of Embryonic Stem Cells.

Lentiviral vectors provide an efficient and reliable method for stable gene knockdown in embryonic stem cells (ESCs) through RNA interference. Here, we describe a detailed protocol for lentiviral transduction of mouse ESCs using lentiviral shRNA expression vectors. The protocol encompasses lentiviral particle production in HEK-293T packaging cells, determination of viral titer, transduction of ESCs cultured under feeder-free conditions, and selection of stably transduced cells. Additionally, we describe methods for evaluating transduction efficiency using fluorescence microscopy and flow cytometry, as well as for assessing gene knockdown efficacy by quantitative real-time PCR (Q-RT-PCR). This protocol is suitable for functional genomic studies in pluripotent stem cells and can be adapted for other difficult-to-transfect cell types.

Lentivirus

Proliferation Analyses of Conditional Knockdown Strains Using CRISPR Interference in Fission Yeast.

CRISPR interference is a method to conditionally inhibit transcription of an arbitrary target gene. This is useful to study the functions of essential genes, which are required for cellular viability. Although many conditional gene perturbation techniques are available for Schizosaccharomyces pombe, CRISPRi facilitates construction of a large number of knockdown strains because of its systematic, simple procedure. Here, we describe a method to construct and characterize knockdown strains using dCas9-mediated CRISPRi in S. pombe, including a variation of CRISPRi induction technique in a 96-well format for high-throughput studies.

Schizosaccharomyces

Multiplexed CRISPR/Cas9 mediated knockdown of BCH gene in potato enhances beta-carotene to combat vitamin A deficiency.

The inadequate amounts of provitamin A carotenoids in crops contribute to the widespread vitamin A deficiency, leading to malnutrition and blindness in humans. Suppression of the β-carotene hydroxylase (BCH) increases β-carotene levels. In the current study, we utilized the multiplexed CRISPR/Cas9 approach by designing three targets against the BCH gene in a local potato cultivar. Transformation efficiency was recorded as 15%, the successful integration of the CRISPR/Cas9-BCH multiplex construct in potatoes was confirmed through PCR. When analysed using TIDE software, Sanger sequencing revealed the highest indel efficacy of 92.1% in plant 7 and 26.6% in plant 1. qRT-PCR (quantitative real-time PCR) analysis indicated a significant 89-fold reduction in BCH transcript levels in genome-edited potato lines compared to control plants. Spectrophotometry demonstrated a notable increase in beta-carotene levels in genome-edited potato plants, ranging from 0.831 µg/mL FW to 4.236 µg/mL FW, compared to the control plant with the lowest beta-carotene concentration (0.344 µg/mL FW). HPLC analysis further confirmed increased beta-carotene levels in genome-edited potato plants, ranging from 0.11 mg/mL FW to 0.36 mg/mL FW, compared to the unmodified control plant with a minimum beta-carotene value of 0.09 mg/mL. Our results revealed that the multiplexed CRISPR-Cas9 approach targeting the BCH gene results in enhanced beta-carotene contents in potato tubers.

Solanum tuberosum

CCDC137 knockdown suppresses bladder cancer progression by downregulating SCD.

BACKGROUND: The Coiled-coil domain-containing (CCDC) family, due to its unique protein structural domain and broad involvement in diverse biological processes, has emerged as a focus in oncology research. Nevertheless, its clinical significance and function in bladder cancer (BLCA) remain poorly defined. METHODS: Machine learning algorithms were employed to identify pivotal CCDC genes in the cancer genome atlas (TCGA), and a prognostic model was subsequently constructed. Multi-omics data encompassing pan-cancer cohorts, single-cell sequencing, and spatial transcriptomics were integrated to characterize the expression patterns and prognostic significance of Coiled-coil domain-containing 137 (CCDC137), a previously uncharacterized CCDC family member in BLCA. Tissue microarray confirmed CCDC137 abnormal expression in bladder carcinoma specimens. The effect of CCDC137 knockdown on BLCA progression was evaluated through CCK8 assay, clonogenic formation, wound healing, Transwell, and subcutaneous xenograft models. RNA sequencing, quantitative RT-PCR, and western blot were utilized to delineate its regulatory network. RESULTS: A prognostic model incorporating 10 CCDC genes was successfully established in the TCGA-BLCA cohort. Then, we found that CCDC137 exhibited pan-cancer overexpression and usually correlation with poor clinical outcomes. Immunohistochemistry further substantiated its dysregulation in bladder carcinoma. Integrated multi-omics analyses suggested associations between CCDC137 expression and a tumor immunosuppressive microenvironment. CCDC137 knockdown significantly suppressed bladder cancer cell proliferation and migratory capacity in vitro. Correspondingly, subcutaneous xenograft tumor growth was inhibited in vivo. Moreover, decreased expression of stearoyl-CoA desaturase (SCD), a key lipid metabolic enzyme, accompanied CCDC137 depletion. These findings collectively suggest a cancer-promoting role for CCDC137 in bladder carcinoma. CONCLUSIONS: This systematic investigation combining multi-omics bioinformatics analyses and experimental validation demonstrates the role of CCDC137 in bladder carcinoma progression, providing novel mechanistic insights into the pathogenesis of BLCA and offering a theoretical foundation for therapeutic targeting of CCDC137 in urothelial malignancies.

Urinary Bladder Neoplasms

A human-specific non-coding RNA for EFHC1, an epilepsy-associated gene, regulates neural stem cell proliferation for cortical development.

Epilepsy is a prevalent brain disorder in humans but rarely occurs naturally in other species, highlighting the potential for human-specific mechanisms in its pathogenesis, and thus, current animal models fail to recapitulate human symptoms. Comparing RNA sequencing (RNA-seq) datasets from human and mouse neural stem cells (NSCs), we identified EFHC1, a juvenile myoclonic epilepsy gene, as exhibiting a human-biased expression. EFHC1 knockdown reduced human NSC proliferation, while its overexpression in mouse embryonic brains increased cortical NSC number. Mechanistically, EFHC1 prevented endoplasmic reticulum stress, thereby reducing inflammatory activation of p38 MAPK and promoting continuous proliferation of human NSCs. We also identified pancEFHC1, a bidirectional promoter-associated non-coding RNA (pancRNA), located at the human EFHC1 promoter. Knockdown of pancEFHC1 in human NSCs increased DNA methylation to reduce EFHC1 expression, with the resulting phenotype rescued by EFHC1 overexpression. We propose that the evolutionary acquisition of pancEFHC1 has introduced a complex regulatory mechanism for EFHC1 expression that allows distinguishing it in humans.

Humans

A User-Friendly Protocol for Microinjection into Teleost Embryos to Study Gene Function.

Zebrafish (Danio rerio) and medaka (Oryzias latipes) are popular teleost models used in developmental biology and functional genomics. To achieve high-quality and reproducible microinjections, it is essential to have robust protocols for breeding, egg collection, and the precise delivery of genetic material. In this protocol, we present a comprehensive and optimized methodology for setting up breeding tanks under controlled photoperiod conditions to maximize egg yield while minimizing contamination. We provide detailed procedures for sex identification, pair selection, the use of grated breeding inserts, and methods to increase egg collection efficiency. We outline procedures for making injection gel beds, pulling needles, and calibration using one-microliter microcapillaries to achieve consistent nanoliter-scale injections. Our protocol outlines settings for the pico-liter injector that are optimized to deliver a precise amount per pulse with minimal variability. Finally, we demonstrate the application of these methods for gene knockdown using morpholino antisense oligonucleotides, gene knockout using CRISPR-Cas9, and gain-of-function mRNA overexpression experiments. Phenotypic assessments conducted at various developmental stages to evaluate gene-specific effects reveal consistent phenotypic outcomes between the morpholino and CRISPR-Cas9 approaches. This easy and comprehensive protocol enables efficient, precise, and scalable genetic manipulation of zebrafish and medaka embryos, thereby supporting advanced functional studies in developmental biology and disease modeling. To our knowledge, this is the first unified protocol for both zebrafish and medaka microinjection systems achieving 97.7% phenotype penetrance in CRISPR-Cas9 knockouts with precision together with a triple validation approach that confirms gene function across multiple techniques.

Animals

Studying the Role of HOX Genes in Thrombocyte Development.

In our laboratory, we study thrombopoiesis and hemostasis using zebrafish as a model organism to unravel the mechanisms of differentiation and development of thrombocytes. We have shown in our earlier work that thrombocytes are functional equivalents of platelets and have transcriptional machinery similar to megakaryocytes. We recently found evidence that hox genes play a role in their development. We used piggyback gene knockdown and thrombocyte quantification assays to understand the influence of these ancient developmental regulators on thrombopoiesis. In this chapter, we describe methods used to discover these hox genes.

Animals

Suppression of OTUD4 protects against myocardial ischemia-reperfusion injury by increasing autophagic flux and inhibiting apoptosis in cardiomyocytes.

Dysregulated autophagic flux plays a critical role in myocardial ischemia-reperfusion injury (MIRI), complicating cardiac reperfusion therapy. In this study, we identified OTUD4 as a potential regulator of autophagic flux in MIRI using CRISPR/Cas9 sgRNA sequencing. However, the underlying mechanism is poorly understood. The purpose of this study is to investigate the effects of OTUD4 on autophagic flux in OGD-R treated AC16 cells (IRI model in vitro) and LAD artery ligation induced myocardial ischemia-reperfusion mice (MIRI model in vivo). In the in vitro IRI cell model, OTUD4 knockdown significantly reversed impaired autophagic flux, increased mitochondrial membrane potential, and decreased LDH activity, ROS production, autophagy and apoptosis. Overexpression of OTUD4 showed the opposite result. In the in vivo MIRI model, OTUD4 knockdown also significantly decreased infarct area, improved cardiac structure and function, reduced serum BNP and LDH levels, attenuated cardiac tissue injury/fibrosis/myocardial hypertrophy, and ultimately exerted myocardial protective effects against ischemia-reperfusion injury. Importantly, OTUD4 knockdown inhibited autophagosome-associated markers (LC3II/LC3I, Beclin1, ATG9), autophagy substrate p62, increased lysosomal activity marker LAMP2, and activated the autophagy pathway (AKT/mTOR), thereby promoting the recovery of impaired autophagic flux in the MIRI model. Moreover, OTUD4 showed strong interaction with UBAC1, and OTUD4 deficiency decreases UBAC1 protein expression by impairing its deubiquitination, thereby regulating autophagy. In short, blocking OTUD4 restored damaged autophagic flux in I/R induced myocardial injury both in vivo and in vitro, inhibited myocardial cell apoptosis, and greatly improved cardiac function in ischemia-reperfusion mice. KEY MESSAGES: OTUD4 was identified as a key negative regulator of autophagy flux in myocardial ischemia-reperfusion injury (MIRI) via genome-wide CRISPR/Cas9 screening. OTUD4 knockdown exerts cardioprotective effects by reducing apoptosis and ROS generation and improving heart function in both in vitro and in vivo models. The interaction between OTUD4 and UBAC1 was confirmed, and OTUD4 maintains UBAC1 stability through deubiquitination, providing new insights into the ubiquitination regulatory mechanism in myocardial injury. Targeting OTUD4 has therapeutic potential for MIRI, as OTUD4 knockdown alleviated MIRI in both in vitro and in vivo models, suggesting the possibility of developing OTUD4 inhibitors for cardiac reperfusion treatment.

Animals

Dnmt3b and Dnmt3l knockdown reduces blastocyst development in early mouse embryos.

A one-cell embryo called a zygote develops into a blastocyst through several successive cell divisions and lineage specification, this process is called early embryo development. Both embryonic genome activation (EGA) and the first lineage specification during early embryonic development depend on tightly coordinated epigenomic organization. Regulation of the epigenome is primarily governed by DNA methylation mediated through DNA methyltransferase (Dnmt) enzymes. Dnmt1 is responsible for the maintenance of methylation during cellular division, while Dnmt3a/Dnmt3b enzymes play a role in the establishment of de novo methylation particularly during gametogenesis and early embryo development. Despite its lack of catalytic activity, Dnmt3l functions as a cofactor enhancing Dnmt3a/3b activity. Dnmt3b deficiency results in global hypomethylation and ultimately embryonic lethality. In this study, we aim to elucidate the effect of Dnmt3b and Dnmt3l silencing on early embryo development. For this purpose, our experimental groups were established using an in vitro mouse embryo development model: control, Dnmt3b small interfering RNA (siRNA), Dnmt3l siRNA, and a nontargeting siRNA group. Following gene silencing at the one-cell stage, embryonic developmental competence, the expression pattern of nonsilenced Dnmt enzymes, global DNA methylation levels, and transcriptome profiles were analyzed at the blastocyst stage. Dnmt3b/3l silencing resulted in decreased global DNA methylation and Dnmt1/3a expression, and reduced blastocyst rate. Differentially expressed genes included those involved in X-chromosome inactivation (Xist), transcriptional regulation (Rn7sk), translation (Eef1a1, Eef2), trophoblast development (Hsd3b1), compaction (Gja1), and oxidative phosphorylation (CYTB, COX1, mt-Rnr1). Our findings indicate that siRNA-mediated knockdown of Dnmt3b and Dnmt3l is associated with reduced blastocyst development, impaired embryo quality, and alterations in DNA methylation-related processes during early embryonic development.

Animals

The astragaloside-brucea javanica oil nanoemulsion inhibiting the progression of oral squamous cell carcinoma through CDK1- HOXC10-MTFR2 pathway.

OBJECTIVE: This study aimed to investigate whether Astragaloside-Brucea javanica oil nanoemulsion (AS/BJO-NEs) inhibits the malignant progression of oral squamous cell carcinoma (OSCC) and to further explore its potential regulatory mechanisms. METHODS: Immunohistochemistry (IHC) was used to evaluate the expression of related pathway proteins in human OSCC and adjacent normal tissues. Stable OSCC cell lines with knockdown or overexpression of CDK1/HOXC10 were established. The effects of AS/BJO-NEs and the underlying mechanisms were assessed in vitro through colony formation, wound healing, and Transwell invasion assays, as well as RT-qPCR, western blot, chromatin immunoprecipitation (ChIP), and dual-luciferase reporter assays. An OSCC subcutaneous xenograft model in nude mice was constructed for in vivo validation using RT-qPCR, western blot, hematoxylin and eosin (H&E) staining, and IHC. RESULTS: Analysis of clinical samples revealed upregulated expression of CDK1, P-EZH2, HOXC10, MTFR2, and N-cadherin, alongside downregulated expression of H3K27me3 and E-cadherin in OSCC tissues. In vitro experiments confirmed that AS/BJO-NEs downregulated CDK1 in a concentration-dependent manner, subsequently reducing the expression of P-EZH2, HOXC10, and MTFR2, increasing H3K27me3 levels, and inhibiting cell proliferation, migration, and invasion. H3K27me3 was enriched in the HOXC10 promoter region, and HOXC10 directly bound to and activated MTFR2 transcription. In vivo experiments demonstrated that AS/BJO-NEs effectively inhibited tumor growth, regulated molecules within this pathway and epithelial-mesenchymal transition (EMT) markers, whereas CDK1 overexpression counteracted these effects CONCLUSION: This study demonstrates that AS/BJO-NEs exert anti-OSCC effects by inhibiting CDK1, downregulating HOXC10, thereby reducing MTFR2 expression, and suppressing cell proliferation, migration, invasion, and the EMT process.

Squamous Cell Carcinoma of Head and Neck

Knockdown Proteomics Reveals USP7 as a Regulator of Cell-Cell Adhesion in Colorectal Cancer via AJUBA.

Ubiquitin-specific protease 7 (USP7) is implicated in many cancers including colorectal cancer in which it regulates cellular pathways such as Wnt signaling and the P53-MDM2 pathway. With the discovery of small-molecule inhibitors, USP7 has also become a promising target for cancer therapy and therefore systematically identifying USP7 deubiquitinase interaction partners and substrates has become an important goal. In this study, we selected a colorectal cancer cell model that is highly dependent on USP7 and in which USP7 knockdown significantly inhibited colorectal cancer cell viability, colony formation, and cell-cell adhesion. We then used inducible knockdown of USP7 followed by LC-MS/MS to quantify USP7-dependent proteins. We identified the Ajuba LIM domain protein as an interacting partner of USP7 through co-IP, its substantially reduced protein levels in response to USP7 knockdown, and its sensitivity to the specific USP7 inhibitor FT671. The Ajuba protein has been shown to have oncogenic functions in colorectal and other tumors, including regulation of cell-cell adhesion. We show that both knockdown of USP7 or Ajuba results in a substantial reduction of cell-cell adhesion, with concomitant effects on other proteins associated with adherens junctions. Our findings underlie the role of USP7 in colorectal cancer through its protein interaction networks and show that the Ajuba protein is a component of USP7 protein networks present in colorectal cancer.

Ubiquitin-Specific Peptidase 7

Subcellular Proteomic Analyses Reveal REEP5 Knockdown in the Mouse Heart Disrupts Mitochondrial Networks.

Receptor Expression-Enhancing Protein 5 (REEP5) is a cardiac-enriched, membrane-shaping protein localized to the sarco(endo)plasmic reticulum (SR/ER), where it supports membrane network architecture and cardiomyocyte function. While REEP5 has been implicated in calcium handling and contractility, its role in regulating inter-organelle communication and mitochondrial homeostasis remains less well-understood. In this study, we used recombinant adeno-associated virus serotype 9-mediated shRNA knockdown of Reep5 in mouse hearts, combined with subcellular fractionation and data-independent acquisition mass spectrometry, to define proteomic remodeling across microsomal (SR/ER), mitochondrial, and cytosolic compartments. Loss of REEP5 altered the composition of SR/ER membrane-shaping proteins, including upregulation of RTN4, ATL3, and CKAP4, suggesting a partial compensatory response. Microsomal, mitochondrial and cytosolic proteomes exhibited broad reorganization, with enrichment of proteins involved in redox adaptation and proteostasis, alongside depletion of mitochondrial import machinery and antioxidant enzymes. Imaging of isolated cardiomyocytes confirmed fragmented mitochondrial networks and increased reactive oxygen species, consistent with proteomic signatures of disrupted mitochondrial dynamics and oxidative stress. Gene ontology enrichment across all fractions highlighted widespread dysregulation in organelle-specific processes, including translation, protein localization, and metabolic remodeling. Notably, several altered pathways converged on mitochondria-associated membranes, suggesting that REEP5 may support SR/ER-mitochondria tethering and functional crosstalk. These findings position REEP5 as a key regulator of organelle homeostasis in the heart and underscore how its loss disrupts mitochondrial integrity and inter-organelle communication across cellular compartments.

Animals

DNM1L depletion leads to accelerated heteroplasmy shifting of m.10191C allele through ATG7-dependent pathways.

Nucleotide composition bias in mitochondrial DNA (mtDNA) makes the heavy strand prone to form a DNA secondary structure called a guanine quadruplex (G4). This secondary structure has been shown to inhibit polymerase processivity in vitro. We previously identified pathogenic mtDNA variants that lead to increased G4-forming propensity, including a T to C mutation at m.10191 (m.10191 T > C) that causes Leigh syndrome. Cells treated with G4 binding agent (G4BA) berberine show a reduction in m.10191C pathogenic heteroplasmy levels. To help better understand the underlying mechanism behind berberine-induced heteroplasmy shift, we examined the relationship between mitochondrial fission and berberine-mediated shift. Here we show that knockdown of the fission factor DNM1L leads to an accelerated heteroplasmy shift towards the healthy mtDNA allele, lowering m.10191C by 10% in 3 weeks, compared to the 5 weeks required for berberine alone. The specific mechanism involves ATG7, as knockdown of ATG7 is able to partially delay this accelerated heteroplasmy shift. Taken together, we show that DNM1L knockdown is able to accelerate berberine-induced m.10191C heteroplasmy shifting through an autophagy-related mechanism.

Humans

Hippocampal teneurin-4 knockdown promotes depression-like behavioral phenotypes by disrupting oligodendrocyte differentiation in mice.

Depression is one of the most prevalent mental disorders worldwide. The limited clinical efficacy of current antidepressants highlights identifying new therapeutic targets. Emerging evidence suggests that dysfunction of oligodendrocyte lineage cells contributes to the pathophysiology of depression. Teneurin-4 (Tenm4), a transmembrane protein that promotes oligodendrocyte differentiation and myelination, has been implicated in psychiatric disorders in genome-wide association studies; however, its causal role remains unclear. To determine whether Tenm4 contributes to depressive-like behavioral phenotypes, we examined Tenm4 protein expression in mice exposed to repeated forced swimming stress and generated hippocampal Tenm4 knockdown (Tenm4KD) mice. Chronic stress reduced Tenm4 expression levels in the hippocampus. Mice with hippocampus-specific Tenm4KD exhibited depressive-like behaviors, accompanied by reduced hippocampal myelin basic protein. Importantly, administration of clemastine, a myelin formation promoter, inhibited the reduction of myelin and attenuated depression-like behavioral phenotypes. Immunohistochemical analysis showed that Tenm4KD significantly decreased the number of mature oligodendrocyte cells and increased in the number of oligodendrocyte precursor cells, without changes in the total number of oligodendrocyte lineage cells. This study provides the first evidence that hippocampal Tenm4 deficiency induces depression-like behavior phenotypes through impaired oligodendrocyte differentiation and promoting demyelination. Our results identify Tenm4 as a molecular regulator of stress-induced behavioral phenotypes and suggest that it might represent a potential therapeutic target for mood disorders associated with demyelination.

Animals

Fyn signaling in the medial prefrontal cortex regulates resistance to stress-induced object recognition impairments in male rats.

Genome-wide association studies on patients with depression have identified FYN and FYB, an FYN-binding protein, as being linked to depression. We have reported that experimental manipulations in gene expression in the medial prefrontal cortex (mPFC) alter stress-induced object recognition impairments in animals. Therefore, we examined the impact of alterations in FYN and FYB expression in the mPFC of adult male rats on resistance to stress-induced impairments in object recognition. Animals with virus-mediated knockdown or overexpression of Fyn in the mPFC were subjected to either a brief 20-min restraint with 20 intermittent tail shocks, which does not induce object recognition impairment, or a prolonged 60-min restraint with 60 intermittent tail shocks, which does. In an object recognition task, control rats maintained intact object recognition following a brief stress, whereas rats with Fyn knockdown or overexpression in the mPFC showed impaired object recognition. Prolonged stress impaired object recognition in both control rats and rats with Fyn knockdown or overexpression. Additionally, rats with Fyn knockdown in the mPFC exhibited fewer c-Fos-positive cells in the mPFC in response to brief stress, accompanied by a trend toward increased c-Fos in the amygdala compared with control rats. Fyn knockdown also reduced Fyb expression in the mPFC. Furthermore, Fyb knockdown in the mPFC impaired object recognition following brief stress, suggesting that the observed effects are consistent with involvement of a coupled Fyn-Fyb signaling axis rather than Fyn alone. These findings suggest that altered Fyn-related signaling in the mPFC may underlie the resistance to stress-induced object recognition impairments.

Animals

Multiplexed perturbation enables scalable pooled screens.

CRISPR-based genetic perturbation screens have revolutionized the ability to link genes to cellular phenotypes with unprecedented precision and scale; however, conventional pooled CRISPR screens require large cell numbers to achieve adequate sgRNA representation, posing technical and financial challenges. Here, we investigate the impact of co-delivery of multiple guide RNAs via high multiplicity of infection (MOI) in pooled CRISPR interference screens as a strategy to enhance screening efficiency while reducing cell numbers. We systematically evaluate screen performance across varying MOIs, assessing the effects of multiplexing on knockdown efficiency, sgRNA representation and potential interference of multiple sgRNA phenotypes. Our data demonstrate that sgRNA multiplexing (MOI 2.5-10) can maintain screen performance while enabling significant reductions in cell number requirements. We further apply these optimized conditions to conduct a genome-wide CRISPR screen for regulators of the intracellular adhesion molecule ICAM-1, successfully identifying new candidates using as few as half a million cells. This study provides a framework for adopting multiplexed sgRNA strategies to streamline CRISPR screening applications in resource-limited settings.

Humans

Patient-specific modeling identifies metabolic interventions for reversing glucose use reprogramming in alcohol-associated hepatitis.

Alcoholic hepatitis (AH) is an acute form of alcohol-associated liver disease with very few treatment options. Recent studies highlighted liver metabolic reprogramming in AH as an indicator of severity. We aim at identifying new intervention points to reverse liver metabolic dysregulation across varying degrees of AH. We develop 89 personalized genome-scale metabolic models by integrating a generic human cellular metabolic model with liver transcriptomics data from AH patients with varying disease severity and healthy controls. We grade the AH patients based on the model-predicted level of glycolysis reprogramming and validate the results using published metabolomics data. We test in silico gene knockdown interventions to reverse the aberrant metabolic reprogramming in AH. Knockdown of two glycolytic genes, Hkdc1 and Pkm, significantly rebalance the metabolic fluxes toward a healthy liver metabolic phenotype. We use machine learning on the glycolysis fluxes to develop a quantitative glucose use reprogramming score, which correlates with AH severity and patient-specific responses to in silico gene knockdown interventions. The score was independently validated using a published AH liver transcriptomics dataset. We propose a cellular metabolism-based therapy targeting Hkdc1 and Pkm in the glycolysis pathway as a potential treatment for reversing the aberrant glucose metabolism in AH.

Humans