Biology subjects

Liu, K. J.

Publications and source records attributed to Liu, K. J..

At least 19 recordsLinked to original sources

bioRxiv2026

Combining Cas9 and dCas9 facilitates genome editing in genes associated with viability or welfare issues, or within paralogous gene clusters

The high efficiency of genome editing presents a challenge when modifying genes associated with viability, welfare, or fertility issues, as implementation of the technology frequently results in mosaic animals with bi-allelic mutations. Combining deactivated Cas9 (dCas9) with Cas9 has been proposed as a strategy to protect one of the two target alleles from editing. We piloted this strategy with 11 genes that are reported as homozygous lethal or associated with welfare issues. We showed that the viability of founders was significantly increased when using 80:20 or 90:10 dCas9:Cas9 ratios, whereas the 70:30 ratio did not yield an equivalent protective effect. The associated overall production rate of mutated founder per manipulated embryo was significantly higher for the 80:20 ratio. Concomitantly, an increased proportion of dCas9 was associated with a significant increase in retention of unedited target alleles but, importantly, did not hinder germline transmission. In addition, editing genes in a paralog cluster with a combination of dCas9 and Cas9 reduced unwanted off-target editing, illustrating a further potential applicability of this approach. This study defines the optimal ratio between dCas9 and Cas9 for strategies aimed at achieving mono-allelic mutations within mosaic founders and proposes a means to reduce the incidence of off-target effects in experiments with limited gRNA options.

molecular biology↗

bioRxiv2026

Dynamic modelling of human neural crest development using a bioengineered stem cell organoid system

The neural crest (NC) is a transient stem cell population which migrates throughout the developing embryo to contribute to diverse tissues dependent on axial origin. For example, cranial NC can give rise to bone and cartilage, while more posterior NC populations give rise to peripheral nervous system and neuroendocrine tissues. Perturbations in neural crest development can lead to severe congenital anomalies and cancers, with over 700 neurocristopathies reported. In humans, early NC development remains poorly understood due to the inaccessibility of tissue samples, thus necessitating the development of in vitro models. Currently, a limited number of NC organoid protocols are available, but these mainly focus on cranial NC and lack relevant tissue architecture. Here, we describe a novel bioengineered pipeline to derive human pluripotent stem cell (hPSC)-derived neuroepithelial organoids, "neurocrestoids" featuring physiologically-relevant tissue architecture. We show that neurocrestoids recapitulate the dynamics of induction, delamination, and migration of human neural crest cells (NCCs), and can be directly compared to murine NC explants for cross-species validation. Organoids express an array of HOX genes indicating the successful generation of cranial, vagal and trunk NCCs. Moreover, we have integrated our neurocrestoids with a customised micropatterned substrate suitable for live visualisation and guided separation of SOX10-positive migratory human NCCs. Our "NCC migration on-chip" are reproducible across multiple hPSC lines and should be scalable for future diagnostic and therapeutic applications, significantly improving our ability to study human NC pathologies.

developmental biology↗

bioRxiv2025

The Actin regulator Mena promotes Wnt signalosome endocytosis and Wnt signalling.

Wnt signaling controls embryonic development and tissue maintenance. Endocytosis of Wnt-receptors is required for signalling, yet uptake mechanisms remain poorly understood. Here, we identify the actin regulator and Ena/VASP protein, Mena, as a key mediator. Upon Wnt stimulation, Mena redistributes from focal adhesions to signalosomes, Wnt-receptor clusters. Mena directly binds Wnt-coreceptors LRP5/6 in a phosphorylation-dependent manner increasing Wnt signal transduction. Sequestration of Ena/VASP proteins impedes in vivo Wnt activation driving Xenopus embryonic development. We resolve previous controversies by showing that Wnt3a triggers rapid Clathrin-Mediated and Fast Endophilin-Mediated LRP6 endocytosis at low concentrations sufficient for Wnt activation. This efficient endocytosis requires Ena/VASP proteins and is specifically promoted by Mena. Our results suggest Mena as a crucial mediator of Wnt signalosome endocytosis thus promoting canonical Wnt signalling.

cell biology↗

bioRxiv2025

Genetic elements promote retention of extrachromosomal DNA in cancer cells

Extrachromosomal DNA (ecDNA) is a prevalent and devastating form of oncogene amplification in cancer1,2. Circular megabase-sized ecDNAs lack centromeres and segregate stochastically during cell division3-6 yet persist over many generations. EcDNAs were first observed to hitchhike on mitotic chromosomes into daughter cell nuclei over 40 years ago with unknown mechanism3,7. Here we identify a family of human genomic elements, termed retention elements, that tether episomes to mitotic chromosomes to increase ecDNA transmission to daughter cells. We develop Retain-seq, a genome-scale assay that reveals thousands of human retention elements conferring generational persistence to heterologous episomes. Retention elements comprise a select set of CpG-rich gene promoters and act additively. Live-cell imaging and chromatin conformation capture show that retention elements physically interact with mitotic chromosomes at regions which are mitotically bookmarked by transcription factors and chromatin proteins, intermolecularly recapitulating promoter-enhancer interactions. Multiple retention elements are co-amplified with oncogenes on individual ecDNAs in human cancers and shape their sizes and structures. CpG-rich retention elements are focally hypomethylated; targeted cytosine methylation abrogates retention activity and leads to ecDNA loss, suggesting that methylation-sensitive interactions modulate episomal DNA retention. These results highlight the DNA elements and regulatory logic of mitotic ecDNA retention. Amplifications of retention elements promote the maintenance of oncogenic ecDNA across generations of cancer cells, revealing the principles of episome immortality intrinsic to the human genome.

cancer biology↗

bioRxiv2025

A human arteriovenous differentiation roadmap reveals vein developmental mechanisms and vascular effects of viruses

Extracellular signals and cell-fate trajectories during vein development remain elusive, despite trailblazing insights into artery development. Here we exploit human pluripotent stem cell differentiation and mouse embryology to present a model that answers longstanding questions: vein endothelial cell (EC) differentiation unfolds in two steps driven by opposing extracellular signals. First, VEGF differentiates mesoderm into "primed" ECs, newly-defined progenitors that co-express certain arterial (SOX17) and venous (APLNR) markers. Second, primed ECs execute vein differentiation upon VEGF/ERK inhibition; however, upon VEGF activation they can instead form artery ECs. The arteriovenous plasticity of primed ECs was supported by intersectional lineage tracing. Future venous genes including NR2F2 harbor poised chromatin in primed ECs, but are only transcribed upon VEGF/ERK inhibition. SOXF transcription factors, including SOX17, confer primed ECs with vein differentiation competence. Collectively, this two-step vein differentiation model--entailing primed EC intermediates and VEGF/ERK inhibition to trigger vein differentiation--has implications for VEGF-modulating therapies.

developmental biology↗

bioRxiv2025

Neuroblastoma-associated ALK variants have distinct cellular and biochemical activities

Mutations in anaplastic lymphoma kinase (ALK) are associated with high-risk neuroblastoma, a childhood cancer arising in trunk neural crest cells. The role of ALK in undifferentiated NC is still unknown; however, the presence of activating mutations in ALK correlates with migratory and invasive cell behaviours in neuroblastoma cell lines. Here, we show the functional consequences of ALK overexpression on neural crest cells, by comparing wildtype ALK (ALKWT) protein to ALK gain-of-function variants ALKF1174L and ALKR1275Q. Elevated ALK activity, independent of mutational status leads to increased migration velocity and loss of directionality, while ALKF1174L overexpression presents additional effects on cytoskeletal protrusions. These results correlate with increased binding of ALKF1174L to GSK3, which has previously been shown to regulate cytoskeletal dynamics in neural crest cells. Further, molecular dynamics simulations of the ALK-GSK3 complex show high flexibility, suggestive of enhanced allosteric regulation. Together, our data show that activating mutations in ALK drive migratory changes in trunk NC cells, potentially mediated by its novel interacting partner GSK3. Significance StatementAnaplastic lymphoma kinase (ALK)-associated neuroblastoma phenotypes arise in the neural crest lineage, but the effects on neural crest cell behaviours are not well-studied. Here, we use primary mouse neural crest cells to study the functional relevance of ALK-activating mutations on cell migration, which we then biochemically link to interactions with GSK3-isoforms. We also directly compare the activities of wild-type ALK with two gain-of-function variants associated with metastatic disease, ALKF1174L and ALKR1275Q, and find that ALKF1174L causes increased cytoskeletal protrusions and GSK3 binding. Our study provides insights into a signalling pathway in neural crest that drives cytoskeletal rearrangements and pathological migration in neuroblastoma.

biochemistry↗

bioRxiv2025

A Universal Duplex Sequencing Approach for Accurate Detection of Somatic Mutations

Ultra-accurate detection of rare somatic mutations is critical for understanding mutational processes in human disease, aging, and environmental exposures, yet current methods are limited by error rates, restricted genome coverage, and high DNA input. We present UDSeq, a duplex sequencing protocol combining random fragmentation, efficient UMI ligation, and quantitative input control to achieve near-complete genome/exome representation from as little as 100 pg DNA. Benchmarking in human sperm estimates a UDSeq error rate of [~]2.5x10-9 per base pair. UDSeq captures mutational signatures from heterogeneous populations without clonal expansion, reproduces exposure-specific patterns in cell lines and rodent models, and enables cross-species profiling. Compared with prior duplex methods, UDSeq yields up to fourfold more usable duplex molecules, improves library conversion, and remains cost-effective. We include a step-by-step protocol with quality-control checkpoints for fragment size, ligation yield, library conversion, and duplication rate. UDSeq provides a scalable, low-input platform for accurate profiling of somatic mutagenesis.

genomics↗

bioRxiv2025

Metabolically purified human stem cell-derived hepatocytes reveal distinct effects of Ebola and Lassa viruses

Ebola and Lassa viruses require biosafety-level-4 (BSL4) containment, infect the liver, and cause deadly hemorrhagic fevers. The cellular effects of these viruses, and whether different families of hemorrhagic-fever viruses elicit similar effects, remain fundamental questions in BSL4 virology. Here, we introduce a new metabolic selection approach to create nearly-pure hepatocytes from human pluripotent stem cells, killing non-liver cells by withholding essential nutrients. Unexpectedly, Ebola and Lassa exerted starkly different effects on human hepatocytes. Ebola infection activated the integrated stress response (ISR) and WNT pathways in hepatocytes in vitro and killed them, whereas Lassa did not. Within non-human primates, Ebola likewise infected hepatocytes and activated ISR signaling in vivo. In summary, we present a single-cell transcriptional and chromatin accessibility roadmap of human hepatocyte differentiation, purification, and viral infection.

cell biology↗

bioRxiv2023

The role of embryonic origins and suture proximity in repair of cranial bone

The cranial sutures are proposed to be a stem cell niche, harbouring skeletal stem cells (SSCs) that are directly involved in development, homeostasis, and healing. Like the craniofacial bones, the sutures are formed from both mesoderm and neural crest. During cranial repair, neural crest cells have been proposed to be key players; however, neural crest contributions to the sutures are not well defined, and the relative importance of suture proximity is unclear. Here, we combine calvarial wounding experiments with genetically labelled mouse models to demonstrate that suture proximity predicts the efficiency of cranial repair. Furthermore, we define the neural crest-mesoderm boundary within the sutures and demonstrate that Gli1+ and Axin2+ SSCs are present in all calvarial sutures examined. We propose that the position of the defect determines the availability of neural crest-derived progenitors, which appear to be a key element in the repair of calvarial defects. Summary statementThis study provides a new examination of the embryonic origins of cranial sutures in mouse. Using genetic lineage labelling, we identify specific contributions of neural crest cells and associated skeletal stem cells during repair of calvarial wounds. This is extremely relevant considering recent findings regarding the role of suture-residing stem cells.

developmental biology↗

bioRxiv2023

Arsenic is a potent co-mutagen of ultraviolet light

Environmental co-exposures are widespread and are major contributors to carcinogenic mechanisms. Two well-established environmental agents causing skin cancer are ultraviolet radiation (UVR) and arsenic. Arsenic is a known co-carcinogen that enhances UVRs carcinogenicity. However, the mechanisms of arsenic co-carcinogenesis are not well understood. In this study, we utilized primary human keratinocytes and a hairless mouse model to investigate the carcinogenic and mutagenic properties of co-exposure to arsenic and UVR. In vitro and in vivo exposures revealed that, on its own, arsenic is neither mutagenic nor carcinogenic. However, in combination with UVR, arsenic exposure has a synergistic effect leading to an accelerated mouse skin carcinogenesis as well as to more than 2-fold enrichment of UVR mutational burden. Notably, mutational signature ID13, previously found only in UVR-associated human skin cancers, was observed exclusively in mouse skin tumors and cell lines jointly exposed to arsenic and UVR. This signature was not observed in any model system exposed purely to arsenic or purely to UVR, making ID13 the first co-exposure signature to be reported using controlled experimental conditions. Analysis of existing genomics data from basal cell carcinomas and melanomas revealed that only a subset of human skin cancers harbor ID13 and, consistent with our experimental observations, these cancers exhibited an elevated UVR mutagenesis. Our results provide the first report of a unique mutational signature caused by a co-exposure to two environmental carcinogens and the first comprehensive evidence that arsenic is a potent co-mutagen and co-carcinogen of UVR. Importantly, our findings suggest that a large proportion of human skin cancers are not formed purely due to UVR exposure but rather due to a co-exposure of UVR and other co-mutagens such as arsenic.

cancer biology↗

bioRxiv2023

The Impact of Species Tree Estimation Error on Cophylogenetic Reconstruction

AO_SCPLOWBSTRACTC_SCPLOWJust as a phylogeny encodes the evolutionary relationships among a group of organisms, a cophylogeny represents the coevolutionary relationships among symbiotic partners. Both are widely used to investigate a range of topics in evolutionary biology and beyond. Both are also primarily reconstructed using computational analysis of biomolecular sequence data as well as other biological character data. The most widely used cophylogenetic reconstruction methods utilize an important simplifying assumption: species phylogenies for each set of coevolved taxa are required as input and assumed to be correct. Many theoretical and experimental studies have shown that this assumption is rarely - if ever - satisfied, and the consequences for cophylogenetic studies are poorly understood. To address this gap, we conduct a comprehensive performance study that quantifies the relationship between species tree estimation error and downstream cophylogenetic estimation accuracy. The study includes performance benchmarking using in silico model-based simulations. Our investigation also includes assessments of cophylogenetic reproducibility using genomic sequence datasets sampled from two important models of symbiosis: soil-associated fungi and their endosymbiotic bacteria, and bobtail squid and their bioluminescent bacterial symbionts. Our findings conclusively demonstrate the major impact that upstream phylogenetic estimation error has on downstream cophylogenetic reconstruction quality.

bioinformatics↗

bioRxiv2023

The Impact of Multiple Sequence Alignment Error on Phylogenetic Estimation under Variable-Across-Phylogeny Substitution Models

In many different species, it has been observed that nucleotide compositions are not identical on the genic and even genomic scale. This observation contradicts a commonly held assumption in most maximum likelihood based phylogenetic estimation methods - that the process governing DNA evolution is identical across lineages. We show that when DNA evolution is nonhomogeneous, topological estimation and continuous parameter estimation are impacted both by alignment quality and model misspecification due to the homogeneity-across-lineages assumption.

bioinformatics↗

bioRxiv2022

GSK3 and Lamellipodin balance lamellipodial protrusions and focal adhesion maturation in mouse neural crest migration

Neural crest cells are multipotent cells that delaminate from the neuroepithelium, migrating to distant destinations throughout the embryo. Aberrant migration has severe consequences, such as congenital disorders. While animal models have improved our understanding of neural crest anomalies, the in vivo contributions of actin-based protrusions are still poorly understood. Here, we demonstrate that murine neural crest cells use lamellipodia and filopodia in vivo. Using neural crest-specific knockouts or inhibitors, we show that the serine-threonine kinase, Glycogen Synthase Kinase-3 (GSK3), and the cytoskeletal regulator, Lamellipodin (Lpd), are required for lamellipodia formation whilst preventing focal adhesion maturation. We consequently identified Lpd as a novel substrate of GSK3 and found that phosphorylation of Lpd favours Lpd interactions with the Scar/WAVE complex (lamellipodia formation) at the expense of Ena/VASP protein interactions (adhesion maturation and filopodia formation). All together, we provide an improved understanding of cytoskeletal regulation in mammalian neural crest migration, which has general implications for neural crest anomalies and cancer. O_FIG O_LINKSMALLFIG WIDTH=200 HEIGHT=156 SRC="FIGDIR/small/521694v1_ufig1.gif" ALT="Figure 1"> View larger version (41K): org.highwire.dtl.DTLVardef@1ef8e9eorg.highwire.dtl.DTLVardef@7c3a87org.highwire.dtl.DTLVardef@1e67e8corg.highwire.dtl.DTLVardef@17e269c_HPS_FORMAT_FIGEXP M_FIG C_FIG

developmental biology↗

bioRxiv2022

The Longitudinal Analysis of Convergent Antibody VDJ Regions in SARS-CoV-2 Positive Patients Using RNA-seq

The severe acute respiratory syndrome-related coronavirus-2 (SARS-CoV-2) has infected over 600 million individuals and caused over 6.5 million deaths. To understand the immune response individuals have from the SARS-CoV-2 infection, we studied the immunoglobulins against the viruss antigens. The diversified complementarity determining region 3 (CDR3) can be used to characterize an antibody. We downloaded four public RNA-seq data sets that were collected be-tween March 2020 and March 2022 from the Gene Expression Omnibus (GEO) in our longitudinal analysis. In total, there were 269 SARS-CoV-2 positive patients and 26 negative patients who served as a control group. Samples were grouped based on their SARS-CoV-2 variant type and/or the time they were collected. Among 629,137 immunoglobulin V(D)J sequences identified by reconstructing the V(D)J sequences, we found 1011 common V(D)Js (same V gene, J gene and CDR3 sequences in each SARS-CoV-2 positive group) shared by more than one patient in each group and no common V(D)Js were from the negative control group. In our clustering analysis, we identified 129 convergent clusters from the SARS-CoV-2 positive groups. One of these convergent clusters matched the protein sequence of crystal 3D structures of the antibodies against SARS-CoV-2 in the Protein Data Bank (PDB). In our longitudinal analysis between the Alpha and Omicron variant, we found 2.7% of common CDR3s were shared although the longitudinal profiling of common V(D)Js was variant specific. Although diverse immunoglobulin profiles were observed, the convergence of common V(D)Js suggests that there exists antibodies with similar antigenic specificities across patients in different groups over various stages of the pandemic.

immunology↗

bioRxiv2020

Build a Better Bootstrap and the RAWR Shall Beat a Random Path to Your Door: Phylogenetic Support Estimation Revisited

MotivationThe standard bootstrap method is used throughout science and engineering to perform general-purpose non-parametric resampling and re-estimation. Among the most widely cited and widely used such applications is the phylogenetic bootstrap method, which Felsenstein proposed in 1985 as a means to place statistical confidence intervals on an estimated phylogeny (or estimate "phylogenetic support"). A key simplifying assumption of the bootstrap method is that input data are independent and identically distributed (i.i.d.). However, the i.i.d. assumption is an over-simplification for biomolecular sequence analysis, as Felsenstein noted. Special-purpose fully parametric or semi-parametric methods for phylogenetic support estimation have since been introduced, some of which are intended to address this concern. ResultsIn this study, we introduce a new sequence-aware non-parametric resampling technique, which we refer to as RAWR ("RAndom Walk Resampling"). RAWR consists of random walks that synthesize and extend the standard bootstrap method and the "mirrored inputs" idea of Landan and Graur. We apply RAWR to the task of phylogenetic support estimation. RAWRs performance is compared to the state of the art using synthetic and empirical data that span a range of dataset sizes and evolutionary divergence. We show that RAWR support estimates offer comparable or typically superior type I and type II error compared to phylogenetic bootstrap support as well as GUIDANCE2, a state-of-the-art purpose-built fully parametric method. Additional simulation study experiments help to clarify practical considerations regarding RAWR support estimation. We conclude with thoughts on future research directions and the untapped potential for sequence-aware non-parametric resampling and re-estimation. AvailabilityData and software are publicly available under open-source software and open data licenses at: https://gitlab.msu.edu/liulab/RAWR-study-datasets-and-scripts. Contactkjl@msu.edu

bioinformatics↗

bioRxiv2020

Myofiber stretch induces tensile and shear deformation of muscle stem cells in their native niche

BackgroundMuscle stem cells (MuSCs) are requisite for skeletal muscle regeneration and homeostasis. Proper functioning of MuSCs, including activation, proliferation, and fate decision, is determined by an orchestrated series of events and communication between MuSCs and their niche consisting of the host myofiber and neighbouring cells. A multitude of biochemical stimuli are known to regulate fate and function of MuSCs. However, in addition to biochemical factors, it is conceivable that MuSCs residing between basal lamina and sarcolemma of myofibers are subjected to mechanical forces during muscle stretch-shortening cycles due to myofascial connections between MuSCs and myofibers. MuSCs have been shown to respond to mechanical forces in vitro but it remains to be proven whether physical forces are also exerted on MuSCs in their native niche and whether they contribute to the functioning and fate of MuSCs. MethodsMuSCs deformation in their native niche resulting from mechanical loading of ex vivo myofiber bundles were visualized utilizing mT/mG double-fluorescent Cre-reporter mouse and multiphoton microscopy. MuSCs were subjected to 1 hour pulsating fluid shear stress with a peak shear stress rate of 8.8 Pa/s. After treatment, nitric oxide and mRNA expression levels of genes involved in regulation of MuSC proliferation and differentiation were determined. ResultsEx vivo stretching of extensor digitorum longus and soleus myofiber bundles caused compression as well as tensile and shear deformation of MuSCs in their niche. MuSCs responded to pulsating fluid shear stress in vitro with increased nitric oxide production and an upward trend in iNOS mRNA levels, while nNOS expression was unaltered. Pulsating fluid shear stress enhanced gene expression of c-Fos, Cdk4, and IL-6, while expression of Wnt1, MyoD, Myog, Wnt5a, COX2, Rspo1, Vangl2, Wnt10b, and MGF remained unchanged. ConclusionsWe conclude that MuSCs in their native niche are subjected to force-induced deformations due to myofiber stretch-shortening. Moreover, MuSCs are mechanoresponsive as evident by pulsating fluid shear stress-mediated expression of factors by MuSCs known to promote proliferation.

cell biology↗

bioRxiv2019

Efficient de novo assembly of eleven human genomes using PromethION sequencing and a novel nanopore toolkit

Present workflows for producing human genome assemblies from long-read technologies have cost and production time bottlenecks that prohibit efficient scaling to large cohorts. We demonstrate an optimized PromethION nanopore sequencing method for eleven human genomes. The sequencing, performed on one machine in nine days, achieved an average 63x coverage, 42 Kb read N50, 90% median read identity and 6.5x coverage in 100 Kb+ reads using just three flow cells per sample. To assemble these data we introduce new computational tools: Shasta - a de novo long read assembler, and MarginPolish & HELEN - a suite of nanopore assembly polishing algorithms. On a single commercial compute node Shasta can produce a complete human genome assembly in under six hours, and MarginPolish & HELEN can polish the result in just over a day, achieving 99.9% identity (QV30) for haploid samples from nanopore reads alone. We evaluate assembly performance for diploid, haploid and trio-binned human samples in terms of accuracy, cost, and time and demonstrate improvements relative to current state-of-the-art methods in all areas. We further show that addition of proximity ligation (Hi-C) sequencing yields near chromosome-level scaffolds for all eleven genomes.

bioinformatics↗

bioRxiv2018

The osteogenic potential of the neural crest lineage may contribute to craniosynostosis

The craniofacial skeleton is formed from the neural crest and mesodermal lineages, both of which contribute mesenchymal precursors during formation of the skull bones. The large majority of cranial sutures also include a proportion of neural crest derived mesenchyme. While some studies have addressed the relative healing abilities of neural crest and mesodermal bone, relatively little attention has been paid to differences in intrinsic osteogenic potential. Here we use mouse models to compare neural crest osteoblasts (from frontal bones or dura mater) to mesodermal osteoblasts (from parietal bones). Using in vitro culture approaches we find that neural crest-derived osteoblasts readily generate bony nodules while mesodermal osteoblasts do so less efficiently. Furthermore, we find that co-culture of neural crest-derived osteoblasts with mesodermal osteoblasts is sufficient to nucleate ossification centres. All together, this suggests that the intrinsic osteogenic abilities of neural crest-derived mesenchyme may be a primary driver behind craniosynostosis.

developmental biology↗