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Liang, Y.

Publications and source records attributed to Liang, Y..

At least 145 records · Page 8Linked to original sources

Multi-Modal Large Language Model Enables All-Purpose Prediction of Drug Mechanisms and Properties

Accurately predicting the mechanisms and properties of potential drug molecules is essential for advancing drug discovery. However, traditional methods often require the development of specialized models for each specific prediction task, resulting in inefficiencies in both model training and integration into work-flows. Moreover, these approaches are typically limited to predicting pharmaceutical attributes represented as discrete categories, and struggle with predicting complex attributes that are best described in free-form texts. To address these challenges, we introduce DrugChat, a multi-modal large language model (LLM) designed to provide comprehensive predictions of molecule mechanisms and properties within a unified framework. DrugChat analyzes the structure of an input molecule along with users queries to generate comprehensive, free-form predictions on drug indications, pharmacodynamics, and mechanisms of action. Moreover, DrugChat supports multi-turn dialogues with users, facilitating interactive and in-depth exploration of the same molecule. Our extensive evaluation, including assessments by human experts, demonstrates that DrugChat significantly outperforms GPT-4 and other leading LLMs in generating accurate free-form predictions, and exceeds state-of-the-art specialized prediction models.

pharmacology and toxicology↗

Multifaceted roles of H2B mono-ubiquitylation in D-loop metabolism during homologous recombination repair

Repairing DNA double-strand breaks is crucial for maintaining genome integrity, which occurs primarily through homologous recombination (HR) in S. cerevisiae. Nucleosomes, composed of DNA wrapped around a histone octamer, present a natural barrier to end-resection to initiate HR, but the impact on the downstream HR steps of homology search, DNA strand invasion and repair synthesis remain to be determined. Displacement loops (D-loops) play a pivotal role in HR, yet the influence of chromatin dynamics on D-loop metabolism remains unclear. Using the physical D-loop capture (DLC) and D-loop extension (DLE) assays to track HR intermediates, we employed genetic analysis to reveal that H2B mono-ubiquitylation (H2Bubi) affects multiple steps during HR repair. We infer that H2Bubi modulates chromatin structure, not only promoting histone degradation for nascent D-loop formation but also stabilizing extended D-loops through nucleosome assembly. Furthermore, H2Bubi regulates DNA resection via Rad9 recruitment to suppress a feedback control mechanism that dampens D-loop formation and extension at hyper-resected ends. Through physical and genetic assays to determine repair outcomes, we demonstrate that H2Bubi plays a crucial role in preventing break-induced replication and thus promoting genomic stability. Graphical Abstract O_FIG O_LINKSMALLFIG WIDTH=200 HEIGHT=200 SRC="FIGDIR/small/612919v1_ufig1.gif" ALT="Figure 1"> View larger version (74K): org.highwire.dtl.DTLVardef@48b9edorg.highwire.dtl.DTLVardef@a6b23forg.highwire.dtl.DTLVardef@707dorg.highwire.dtl.DTLVardef@d93e58_HPS_FORMAT_FIGEXP M_FIG C_FIG HighlightsO_LIH2Bubi is epistatic to H2A.Z and INO80 in promoting homology search and D-loop formation C_LIO_LIH2Bubi stabilizes extended D-loop C_LIO_LIExcessive resection counteracts D-loop formation and extension C_LIO_LIH2Bubi promotes crossover events and limits the frequency of break-induced replication outcomes in HR repair C_LI

genetics↗

ScReNI: single-cell regulatory network inference through integrating scRNA-seq and scATAC-seq data

Single cells exhibit heterogeneous gene expression profiles and chromatin accessibility, measurable separately via single-cell RNA sequencing (scRNA-seq) and single-cell transposase chromatin accessibility sequencing (scATAC-seq). Consequently, each cell possesses a unique gene regulatory network. However, limited methods exist for inferring cell-specific regulatory networks, particularly through the integration of scRNA-seq and scATAC-seq data. Here, we develop a novel algorithm named single-cell regulatory network inference (ScReNI), which leverages k-nearest neighbors and random forest algorithms to integrate scRNA-seq and scATAC-seq data for inferring gene regulatory networks at the single-cell level. ScReNI is built to analyze both paired and unpaired datasets for scRNA-seq and scATAC-seq. Using these two types of single-cell sequencing datasets, we validate that a higher fraction of regulatory relationships inferred by ScReNI are detected by chromatin immunoprecipitation sequencing (ChIP-seq) data. ScReNI shows superior performance in network-based cell clustering when compared to existing single-cell network inference methods. Importantly, ScReNI offers the unique function of identifying cell-enriched regulators based on each cell-specific network. In summary, ScReNI facilitates the inferences of cell-specific regulatory networks and cell-enriched regulators.

bioinformatics↗

niiv: Fast Self-supervised Neural ImplicitIsotropic Volume Reconstruction

Three-dimensional (3D) microscopy data often is anisotropic with significantly lower resolution (up to 8x) along the z axis than along the xy axes. Computationally generating plausible isotropic resolution from anisotropic imaging data would benefit the visual analysis of large-scale volumes. This paper proposes niiv, a self-supervised method for isotropic reconstruction of 3D microscopy data that can quickly produce images at arbitrary output resolutions. The representation embeds a learned latent code within a neural field that describes the implicit higher-resolution isotropic image region. We use a novel attention-guided latent interpolation approach, which allows flexible information exchange over a local latent neighborhood. Under isotropic volume assumptions, we self-supervise this representation on low-/high-resolution lateral image pairs to reconstruct an isotropic volume from low-resolution axial images. We evaluate our method on simulated and real anisotropic electron (EM) and light microscopy (LM) data. Compared to a state-of-the- art diffusion-based method, niiv shows improved reconstruction quality (+1 dB PSNR) and is over three orders of magnitude faster (1,000x) to infer. Specifically, niiv reconstructs a 1283 voxel volume in 2/10th of a second, renderable at varying (continuous) high resolutions for display.

bioinformatics↗

Large-scale recovery in Costa Rica's Payment for Ecosystem Service Program

Costa Rica implemented the worlds first national-scale Payment for Ecosystem Service (PES) program in 1996 and now protects over 200,000 hectares. By distributing wealth towards local land-stewards, Costa Ricas program has helped to limit deforestation at a national scale, but the large-scale ecological implications have yet remained unclear. Here, we use a massive ecoacoustic dataset to evaluate how this program has impacted the ecological integrity of PES forests across the entire Nicoya Peninsula. At the times and frequencies that are indicative of native biological activity, we reveal dramatic increases in the integrity of PES soundscapes, relative to those of natural protected areas. Specifically, natural regeneration sites were 97.79% more acoustically similar to reference forests (absolute mean similarity of 0.539) than they were to disturbed pastures, while acoustic recovery of plantations lags behind (79.66%; 0.489). These findings are strongly suggestive of large-scale ecological recovery, constituting some of the most robust evidence to date that restoration initiatives can benefit biodiversity on large spatial scales. Study overviewCosta Ricas PES program pays landowners to encourage forest recovery and compensate them for opportunity costs. Most payments subsidize land conservation, in which participants allow existing forests to naturally regenerate. Some payments are also offered to produce timber through plantations, which are often monocultures of exotic tree species. Despite the programs importance to Costa Ricas conservation efforts, little is known about whether these forest systems are recovering their natural characteristics. To investigate the dynamics of the PES program, we recorded continuous 6-day soundscapes in 119 sites across the Nicoya Peninsula of Costa Rica (Supplementary Figure 1). Specifically, we characterized the soundscapes across 4 land-use types: (i) 19 reference pastures, (ii) 43 PES monoculture tree plantations, (iii) 39 PES natural regeneration sites, and (iv) 18 reference forests. Sites from each land-use type are distributed across the Nicoya Peninsulas climate and edaphic gradient, allowing us to capture substantial variation in ecological outcomes. We determined the areas of acoustic space where most animals vocalize and where ecological responses to recovery were most likely to be detected (Figure 1). We then identified how and to what extent the soundscapes of natural regeneration and plantation sites had changed over the last 27 years. We find evidence that naturally regenerating forests within the PES have recovered substantially when compared to reference forests, while plantation systems lag behind (Figure 3). Our findings reaffirm the importance of ecosystem conservation, while suggesting redistributive policy mechanisms can accelerate nature protection at scale. O_FIG O_LINKSMALLFIG WIDTH=200 HEIGHT=116 SRC="FIGDIR/small/610944v1_fig1.gif" ALT="Figure 1"> View larger version (47K): org.highwire.dtl.DTLVardef@1e23f8org.highwire.dtl.DTLVardef@cbac64org.highwire.dtl.DTLVardef@1a2daaborg.highwire.dtl.DTLVardef@c2157e_HPS_FORMAT_FIGEXP M_FIG O_FLOATNOFigure 1:C_FLOATNO Tailoring the acoustic space to improve acoustic analyses. Soundscape analyses can be improved by identifying the times and frequencies associated with the dynamics of interest. Using manual annotations and modelling approaches we determined that differences in the activity of native fauna, shown here in black, were best understood within frequencies 1 - 9 kHz (on the y-axis) and the times listed along the x-axis in yellow. Outside of this region of acoustic space, differences between land-use types are better explained by climatic differences or other acoustic events (shown in grey). C_FIG O_FIG O_LINKSMALLFIG WIDTH=134 HEIGHT=200 SRC="FIGDIR/small/610944v1_fig3.gif" ALT="Figure 3"> View larger version (17K): org.highwire.dtl.DTLVardef@111505org.highwire.dtl.DTLVardef@17b36cborg.highwire.dtl.DTLVardef@4a5057org.highwire.dtl.DTLVardef@e08a29_HPS_FORMAT_FIGEXP M_FIG O_FLOATNOFigure 3:C_FLOATNO Soundscape comparisons reveal substantial recovery in PES natural regeneration sites. (A) Scaled similarity values to reference forests are shown for the remaining three land-use types, higher values indicate more shared acoustic characteristics. Box plots show the quantile ranges and median values for each land-use type. Colored points represent mean similarities for all 10-minute time bins included in the analysis, colored by the time of period of the day, while outliers are plotted again in black. Brackets indicate the results of a Wilcoxon post-hoc statistical test. (B) 24-hour cycles of SPMN for each land-use type are shown for the frequency bands in which similarities between natural regeneration sites and reference forests were highest (3 - 4 and 6 - 7 kHz). C_FIG

ecology↗

Inner membrane protein OutB is covalently attached to peptidoglycan in the γ-proteobacterium Dickeya dadantii

Gram-negative bacteria possess a multilayered envelope comprising an inner membrane (IM), a thin peptidoglycan (PG) layer, and an outer membrane (OM). In Escherichia coli and certain other {gamma}-proteobacteria, Braun lipoprotein (Lpp) covalently tethers the OM to PG. Only a few other OM proteins have been found to be covalently linked to PG in Gram-negative bacteria. Here, we showed that in the phytopathogenic {gamma}-proteobacterium Dickeya dadantii, an IM protein, OutB, is covalently attached to PG, thereby tethering itself and the associated type 2 secretion system to the cell wall. In contrast to Lpp, OutB reaches the PG layer from the IM side. By modifying the length of Lpp, which would displace the PG layer in the periplasm, we found that the elongated Lpp+21 improved OutB attachment to PG, whereas the shortened Lpp{Delta}21 reduced it. We showed that two L,D-transpeptidases, Ldt03 and Ldt84, tether Lpp and OutB to PG by the same catalytic mechanism involving the formation of an amide bond between their C-terminal lysine and the stem peptide. Ldt03 and Ldt84, each display substrate specificity for the type of peptide stem and preferentially cross-link Lpp to monomeric and dimeric muropeptide, respectively. The C-terminal Lpp-like box of OutB is almost identical to that of Lpp; it tolerates substantial amino acid substitutions and allows PG-tethering of a bona fide periplasmic protein. Thus, it seems possible that the repertoire of periplasmic and membrane proteins tethered to PG may be more extensive than currently assumed.

microbiology↗

Credible set is sensitive to imputation quality and missing variants

Bayesian fine-mapping to obtain credible sets has been widely applied post GWAS to pinpoint causal variants. The calculation of credible sets generally assumes that all variants have been equally well genotyped, which is often not the case when a GWAS has been run on imputed data. In this work, we investigate the behavior of credible sets in imputed datasets utilizing held out genotyped variants to measure accuracy. We show, via simulation, that: i) the coverage of credible sets decreases when using imputed variants in GWAS; ii) rare causal variants often fail to be tagged in credible sets when they are not present in the GWAS variant set. We develop a reweighting approach to take imputation quality into account during fine-mapping that only requires summary statistics, and demonstrate the approach with real data.

genetics↗

PI(4)P recruits CIDE proteins to promote the formation of unilocular lipids droplets

Lipid droplets (LDs) are evolutionarily conserved organelles that play important roles in metabolism. Each LD is enclosed by a monolayer of phospholipids, distinct from bilayer membranes. The composition of LD surface phospholipids and their impact on LD growth and function remain to be clearly defined. Phosphoinositides mark cellular organelles and regulate cell signalling and organellar function. Here, we demonstrate that PI(4)P decorates a subset of LDs to recruit and activate the CIDE proteins. Enhanced expression of ORP2 and ORP5, LD-associated lipid transfer proteins that remove PI(4)P from LDs, abolished the localization and function of CIDE proteins. Blocking the synthesis of PI(4)P on LD surface via knocking down PI4K2A also impaired the localization and function of CIDE proteins. In adipocytes, depleting PI(4)P dramatically reduced the size of LDs, as well as adipose tissue mass. In severe steatotic liver, depleting PI(4)P reduced LD accumulation. Our results thus identify a key function of LD surface PI(4)P under physiological conditions and unveil how CIDE proteins are recruited to LDs.

cell biology↗

A Self-Assembling Immune-Featured Osteosarcoma Patient/PDX Derived Organoid Model and Biobank for Personalized Immune Therapy

Osteosarcoma (OS) exhibit intra- and inter-heterogeneity, complicating the exploration of effective therapeutic strategies. Traditional in vitro and in vivo models are limited in inheriting biological and genomic heterogeneities of OS patients, even in inheriting the features on tumor microenvironment. The prolonged generation time of current models makes the drug development of OS slow and is not suitable to clinically rapid timing. Here, we introduce methods for generating and biobanking patient/PDX-derived osteosarcoma organoids (OS PD(X)Os) that recapitulate the histological, biological and genomic features of their paired OS patients. OS PD(X)Os can be generated quickly with high reliability in vitro or transplanted to immunodeficient mice. We further demonstrate an immune-featured OS PD(X)O (named iOS) model and its method for testing personalized chemotherapy response, personalized immune therapeutic strategy and target drug development, such as a novel PRMT5MTA inhibitor ARPN2169 on MTAP-deleted OS. Our studies show that iOS models maintain many typical features of OS and could be rapidly employed to investigate patient-specific therapeutic strategies. Additionally, our biobank establishes a rich resource for basic, translational and even clinical OS researches.

cancer biology↗

Genetic variation in the species Arabidopsis thaliana reveals the existence of natural heat resilience factors for meiosis

Heat interferes with multiple meiotic processes leading to genome instability and sterility in flowering plants, including many crops. Despite its importance for food security, the mechanisms underlying heat tolerance of meiosis are poorly understood. In this study, we analyzed different meiotic processes in the Arabidopsis (Arabidopsis thaliana) accessions Columbia (Col) and Landsberg erecta (Ler), their F1 hybrids and F2 offspring under heat stress (37{degrees}C). At 37{degrees}C, Col exhibits significantly reduced formation of double-stand breaks (DSBs) and completely abolished homolog pairing, synapsis and crossover (CO) formation. Strikingly, Ler and Ler/Col hybrids are much less affected than Col. Interestingly, only 10% [~] 20% of F2 offspring exhibit the same heat tolerance of meiotic recombination as parents, indicating that heat resilience in Ler is controlled by the interplay of several loci. Moreover, F2 offspring show defective chromosome condensation in interkinesis, and untimely sister-chromatid segregation and/or chromosome fragmentation, the levels of which exceed those in either inbreds and/or hybrids thus implying a transgressive effect on heat tolerance of meiosis. Furthermore, correlation and cytogenetic analysis suggest that homolog pairing and/or synapsis have an impact on heat tolerance of chromosome morphology and stability during post-recombination stages under heat stress. Taken together, this study reveals the existence of natural heat resilience factors for meiosis in Arabidopsis, which have the great potential to be exploited in breeding programs. Author summaryEnvironmental temperature alterations affect meiotic recombination and/or chromosome segregation thus perturbing genetic makeup and genome stability in plants. We have previously reported that CO formation is fully abolished in Arabidopsis thaliana accession Col under heat stress (36{degrees}C-38{degrees}C) due to reduced DSB formation and impaired homolog pairing. Here, we show that in Arabidopsis thaliana accession Ler under the same high temperature conditions, both DSB and CO formation occur normally, and homolog pairing is mildly impacted, which indicate a striking difference in heat tolerance of meiotic recombination from Col. Remarkably, Col/Ler hybrids display the same heat tolerance as Ler, however, only 10% [~] 20% of F2 offspring behave the same as parents. Moreover, we found higher levels of defects in chromosome morphology and integrity, and sister-chromatid segregation in F2 population than those in both inbreds and hybrids, which suggest a transgressive effect influencing heat tolerance of meiosis. Our findings reveal that heat resilience in Arabidopsis is controlled by the interplay of multiple genomic loci, holding a great potential to be exploited in crop breeding.

plant biology↗

FLASH radiotherapy using high-energy X-rays: validation of the FLASH effect triggered by a compact single high-energy X-ray source device

PurposeThis preclinical study aimed to verify the FLASH effect of compact single high-energy X-ray source (CHEXs) and to explore whether three irradiations with single-gantry rotation two 30 s pauses can generate FLASH effect in mice. Materials and methodsThe absolute dose and pulsed beam of the CHEXs were measured using an EBTXD radiochromic film and fast current transformer. Healthy C57BL/6J female mice and a subcutaneous tumor model were irradiated under different conditions: sham (control), FLASH-RT (FLASH1: delivering the total dose in 1 fraction; FLASH3: delivering the total dose with two 30 second pauses to simulate a three-field delivery where the gantry rotation is occurring within 30 seconds), and conventional dose rate radiotherapy (CONV-RT). Various total doses were administered to the corresponding normal tissues (whole thorax, 30 Gy; whole abdomen, 12 Gy; and skin, 36 Gy) and tumors (CT26, 16.5 Gy; and LLC, 18 Gy). Survival status, normal tissue damage, and tumor growth suppression were recorded in each group. ResultsThe average dose rate of the CHEXs exceeded 40 Gy/s. For whole-thorax and skin irradiation, both FLASH1 and FLASH3 demonstrated protective effects. For whole-abdomen irradiation, FLASH1 exhibited a superior protective effect. No significant differences in tumor growth responses were observed between the FLASH1, FLASH3, and CONV-RT groups (P>0.05). ConclusionThis study confirmed that the FLASH effect could be triggered using CHEXs FLASH radiotherapy, and demonstrated that three irradiations with single gantry rotation two 30 s pauses can trigger the FLASH effect, indicating the potential benefit of CHEXs 3D conformal radiotherapy. Our findings indicate that further clinical trials on CHEXs are warranted.

cancer biology↗

Clathrin-associated carriers enable recycling through a kiss-and-run mechanism

Endocytosis and recycling control the uptake and retrieval of various materials, including membrane proteins and lipids, in all eukaryotic cells. These processes are crucial for cell growth, organization, function, and environmental communication. However, the mechanisms underlying efficient, fast endocytic recycling remain poorly understood. Here, by utilizing a biosensor and imaged-based screening, we uncover a novel recycling mechanism that couples endocytosis and fast recycling, which we name the clathrin-associated fast endosomal recycling pathway (CARP). Clathrin-associated tubulovesicular carriers containing clathrin, AP1, Arf1, Rab1, and Rab11, while lacking the multimeric retrieval complexes, are generated at subdomains of early endosomes, and then transported along actin to cell surfaces. Unexpectedly, the clathrin-associated recycling carriers undergo partial fusion with the plasma membrane. Subsequently, they are released from the membrane by dynamin and reenter cells. Multiple receptors utilize and modulate CARP for fast recycling following endocytosis. Thus, CARP represents a novel endocytic recycling mechanism with kiss-and-run membrane fusion.

cell biology↗

GeneBag: training a cell foundation model for broad-spectrum cancer diagnosis and prognosis with bulk RNA-seq data

Numerous Pre-trained cell foundation models (CFM) have been crafted to encapsulate the comprehensive gene-gene interaction network within cells, leveraging extensive single-cell sequencing data. These models have shown promise in various cell biology applications, including cell type annotation, perturbation inference, and cell state embedding, etc. However, their clinical utility, particularly in cancer diagnosis and prognosis, remains an open question. We introduce the GeneBag model, a novel CFM that represents a cell as "a bag of unordered genes" with continuous expression values and a full-length gene list. Pre-trained on single-cell data and fine-tuned on bulk RNA-seq datasets, GeneBag achieves superior performance across cancer diagnosis and prognosis scenarios. In a zero-shot learning setting, GeneBag can classify cancer and non-cancer tissues with approximately 96.2% accuracy. With fine-tuning, it can annotate 40 different types of cancers and corresponding normal biopsies with an overall accuracy of [~]97.2%. It notably excels in classifying challenging cancers such as bladder (93%) and stomach (90%). Furthermore, GeneBag is capable of cancer staging with 68.5% accuracy and 5-year survival prediction with an AUC of [~]80.4%. This study marks the first to demonstrate the potential of CFMs in RNA-based cancer diagnostics and prognostics, indicating a promising avenue for AI-assisted molecular diagnosis.

bioinformatics↗

A new yeast-based bioreporter for simple, sensitive, and cost-effective detection of dioxin-like compounds

Dioxin-like compounds (DLCs) are environmental xenobiotics that can activate the aryl hydrocarbon receptors (AhR), thereby imposing a significant threat to human health through biomagnifications processes. In this study, a dioxin-activated nano-luminescent Saccharomyces cerevisiae bioreporter, called DnaSc, was developed for simple and rapid detection of DLCs and AhR agonists. The bioreporter used nano-luciferase NLuc as a signal generator to emit bioluminescent signals in response to DLCs without cell lysis. Through optimizing ARNT expression and engineering the aryl hydrocarbon receptor (AhR), the yeast-based bioassay exhibited a detection limit of 10 fM for 2,3,7,8-tetrachlorodibenzo-p-dioxin (TCDD) within 6 h, making it the most sensitive whole-cell biosensor reported to date. Furthermore, the detection capacity of the DnaSc bioassay for DLCs and AhR agonists was characterized. In summary, the yeast-based bioreporter developed in this study provided a simple, sensitive, and cost-effective method for DLCs detection.

bioengineering↗

Rod-shaped microglia interact with neuronal dendrites to regulate cortical excitability in TDP-43 related neurodegeneration

Motor cortical hyperexcitability is well-documented in the presymptomatic stage of amyotrophic lateral sclerosis (ALS). However, the mechanisms underlying this early dysregulation are not fully understood. Microglia, as the principal immune cells of the central nervous system, have emerged as important players in sensing and regulating neuronal activity. Here we investigated the role of microglia in the motor cortical circuits in a mouse model of TDP-43 neurodegeneration (rNLS8). Utilizing multichannel probe recording and longitudinal in vivo calcium imaging in awake mice, we observed neuronal hyperactivity at the initial stage of disease progression. Spatial and single-cell RNA sequencing revealed that microglia are the primary responders to motor cortical hyperactivity. We further identified a unique subpopulation of microglia, rod-shaped microglia, which are characterized by a distinct morphology and transcriptional profile. Notably, rod-shaped microglia predominantly interact with neuronal dendrites and excitatory synaptic inputs to attenuate motor cortical hyperactivity. The elimination of rod-shaped microglia through TREM2 deficiency increased neuronal hyperactivity, exacerbated motor deficits, and further decreased survival rates of rNLS8 mice. Together, our results suggest that rod-shaped microglia play a neuroprotective role by attenuating cortical hyperexcitability in the mouse model of TDP-43 related neurodegeneration.

neuroscience↗

Comparative Analysis of Commercial Single-Cell RNA Sequencing Technologies

This study evaluates ten commercially available single-cell RNA sequencing (scRNA-seq) approaches across four technology groups: Emulsion-based kits from 10x Genomics and Fluent Biosciences; Microwell-based kits from Becton Dickinson, Honeycomb Technologies and Singerlon Technologies; Combinatorial-indexing kits from Parse Biosciences and Scale Biosciences; and a Matrigel-based kit from Scipio Biosciences. Peripheral blood mononuclear cells (PBMCs) from a single donor were used to assess analytical performance. Key features such as sample compatibility, cost, and experimental duration were also compared. Notably, superior analytical performance was demonstrated by the Chromium Fixed RNA Profiling kit from 10x Genomics, which uniquely features probe hybridization for transcript detection. Additionally, the Rhapsody WTA kit from Becton Dickinson provided a cost-effective balance of performance and expense per cell. With a rich dataset of 218,154 cells, this work provides a basis for differentiating commercial scRNA-seq technologies, which is intended to facilitate the effective application and further methodological development of single cell transcriptomics.

molecular biology↗

Hepatic Macrophage Migration Inhibitory Factor Promotes Pancreatic Cancer Liver Metastasis in NAFLD

How pathological livers shape tumors, thereby driving pancreatic ductal adenocarcinoma (PDAC) metastasis to the liver, is poorly understood. In the present study, we focus on examining key molecules implicated in this process and assessing their translational significance. We demonstrated that patients with combined non-alcoholic fatty liver disease (NAFLD) have approximately a ninefold increased risk of developing liver metastasis compared to those without NAFLD. In mice model, NAFLD fosters an immunosuppressive microenvironment with increased tumor cell pluripotency and focal adhesion. Mechanistically, NAFLD-induced MIF mediated the progression of PDAC liver metastasis by attracting CD44 positive pancreatic cells. Hepatic MIF knockdown significantly reduced metastases burden with decreased stem-like cancer cells, tumor associated macrophages (TAMs) infiltration and focal adhesion. Targeting the MIF-CD44 axis by either a MIF tautomerase inhibitor, IPG1576, or by CD44 knockdown in tumor cells significantly attenuate liver metastasis of PDAC within the NAFLD context. Patients with PDAC liver metastasis and NAFLD had elevated hepatic MIF expression and increased number of stem-cell like cancer cells. Collectively, our study highlights a pivotal role for MIF-CD44 axis in cancer stemness and offer novel avenues for tailoring therapeutic strategies to individual patients with NAFLD as an underlying condition.

cancer biology↗

Rtf1 HMD domain facilitates global histone H2B monoubiquitination and regulates morphogenesis and virulence in the meningitis-causing pathogen Cryptococcus neoformans

Rtf1 is generally considered to be a subunit of the Paf1 complex (Paf1C), which is a multifunctional protein complex involved in histone modification and RNA biosynthesis at multiple stages. Rtf1 is stably associated with the Paf1C in Saccharomyces cerevisiae, but not in other species including humans. Little is known about its function in human fungal pathogens. Here, we show that Rtf1 is required for facilitating H2B monoubiquitination (H2Bub1), and regulates fungal morphogenesis and pathogenicity in the meningitis-causing fungal pathogen Cryptococcus neoformans. Rtf1 is not tightly associated with the Paf1C, and its histone modification domain (HMD) is sufficient to promote H2Bub1 and the expression of genes related to fungal mating and filamentation. Moreover, Rtf1 HMD fully restores fungal morphogenesis and pathogenicity; however, it fails to restore defects of thermal tolerance and melanin production in the rtf1{Delta} strain background. The present study establishes a role for cryptococcal Rtf1 as a Paf1C-independent regulator in regulating fungal morphogenesis and pathogenicity, and highlights the function of HMD in facilitating global H2Bub1 in C. neoformans.

molecular biology↗