Biology subjects

Choi, D.

Publications and source records attributed to Choi, D..

At least 37 records · Page 2Linked to original sources

bioRxiv2024

Rapid synthesis and screening of natively paired antibodies against influenza hemagglutinin stem via oPool+ display

Antibody discovery is crucial for developing therapeutics and vaccines as well as understanding adaptive immunity. However, the lack of approaches to synthesize antibodies with defined sequences in a high-throughput manner represents a major bottleneck in antibody discovery. Here, we presented oPool+ display, a high-throughput cell-free platform that combined oligo pool synthesis and mRNA display to rapidly construct and characterize many natively paired antibodies in parallel. As a proof-of-concept, we applied oPool+ display to probe the binding specificity of >300 uncommon influenza hemagglutinin (HA) antibodies against 9 HA variants through 16 different screens. Over 5,000 binding tests were performed in 3-5 days with further scaling potential. Follow-up structural analysis of two HA stem antibodies revealed the previously unknown versatility of IGHD3-3 gene segment in recognizing the HA stem. Overall, this study established an experimental platform that not only accelerate antibody characterization, but also enable unbiased discovery of antibody molecular signatures.

immunology↗

bioRxiv2024

Epineuston vortex recapture enhances thrust in tiny water skaters

Vortex recapture underpins the exceptional mobility of natures finest fliers and swimmers. Utilized by agile fruit flies and efficient jellyfish, this phenomenon is well-documented in bulk fluids. Despite extensive studies on organismal locomotion at the waters surface, a vital fluidic interface where diverse life forms interact, hydrodynamics of interfacial vortex recapture remains unexplored. We investigate interfacial (on water) vortical hydrodynamics in Microvelia americana, one of the smallest and fastest water striders, skating at 50 body lengths per second (BL/s) or 15 cm/s. Their middle legs shed counter-rotating vortices, re-energized by their hind legs, demonstrating interfacial vortex recapture. High-speed imaging, particle imaging velocimetry, physical models, and CFD simulations show re-energization increases thrust by creating positive pressure at the hind tarsi, acting as a virtual wall. This vortex capture is facilitated by the tripod gait, leg morphology, and precise spatio-temporal placement of the hind tarsi during the power stroke. Our study extends vortex recapture principles from bulk fluids to the interface, offering insights into efficient interfacial locomotion, where surface tension and capillary waves challenge movement. Understanding interfacial vortex hydrodynamics can guide the development of energy-efficient microrobots to explore the planets water surface niches, critical frontlines of climate change and pollution. Significance StatementInterfacial Vortex Recapture in Microvelia americana extends the vortex recapture principles to the air-water interface, revealing an efficient locomotory mode in a challenging ecological niche. By demonstrating thrust enhancement through precise vortex interactions, our study bridges biology and fluid dynamics. This discovery informs the design of energy-efficient amphibious microrobots, capable of navigating the water interface with a new tripod gait paradigm, diverging from the conventional drag-based rowing designs. These findings are foundational for exploring and monitoring the water surface, an ecological interface vital for addressing climate change and pollution impacts.

biophysics↗

bioRxiv2024

Deep mutational scanning of influenza A virus NEP reveals pleiotropic mutations in its N-terminal domain

The influenza A virus nuclear export protein (NEP) is a multifunctional protein that is essential for the viral life cycle and has very high sequence conservation. However, since the open reading frame of NEP largely overlaps with that of another influenza viral protein, non-structural protein 1, it is difficult to infer the functional constraints of NEP based on sequence conservation analysis. Besides, the N-terminal of NEP is structurally disordered, which further complicates the understanding of its function. Here, we systematically measured the replication fitness effects of >1,800 mutations of NEP. Our results show that the N-terminal domain has high mutational tolerance. Additional experiments demonstrate that N-terminal domain mutations pleiotropically affect viral transcription and replication dynamics, host cellular responses, and mammalian adaptation of avian influenza virus. Overall, our study not only advances the functional understanding of NEP, but also provides insights into its evolutionary constraints.

cell biology↗

bioRxiv2024

Differential antigenic imprinting effects between influenza H1N1 hemagglutinin and neuraminidase in a mouse model

Understanding how immune history influences influenza immunity is essential for developing effective vaccines and therapeutic strategies. This study investigates the antigenic imprinting of influenza hemagglutinin (HA) and neuraminidase (NA) using a mouse model with sequential infection by four seasonal H1N1 strains. Our findings reveal that, among pre-2009 H1N1 strains, the extent of infection history correlates with the restriction of antibody responses to antigenically drifted HA, but not NA. This suggests the mouse model failed to recapitulate NA imprinting in humans, likely due to the difference in NA immunodominance hierarchy between humans and mice. Nevertheless, pre-existing antibodies induced by infection with pre-2009 influenza virus impeded both functional HA and NA antibody responses against a 2009 pandemic H1N1 strain. Overall, this study provides insights into antigenic imprinting for influenza virus, as well as the limitations of using mouse models for studying antigenic imprinting. ImportanceInfluenza viruses continue to pose a significant threat to human health, with vaccine effectiveness being a persistent concern. One important factor is the individual immune history can influence subsequent antibody responses. While many studies have focused on how pre-existing antibodies influence the induction of anti-HA antibodies after influenza virus infections or vaccinations, the impact on anti-NA antibodies has been less extensively investigated. In this study, using a mouse model, we highlighted within the pre-2009 H1N1 strains, a greater extent of immune history negatively affected anti-HA antibodies but positively influenced anti-NA antibody responses. However, for the 2009 pandemic H1N1 strain, which underwent with antigenic shift, both anti-HA and anti-NA antibody responses have been impeded by the antibodies induced by pre-2009 H1N1 virus infection. These findings have important implications for enhancing our understanding of antigenic imprinting on anti-HA and anti-NA antibody response and for developing more effective vaccination strategies.

immunology↗

bioRxiv2024

Image-based Strain Analysis Reveals Intracellular Strain Controlled by Nucleo-Cytoskeletal Coupling

Cells can sense and transduce mechanical forces, such as stretching, and convert these signals into diverse cell biological events. While much effort has been devoted to identifying the downstream biochemical and cellular responses, it is equally crucial to pinpoint the mechanical stimuli within a cell driving these responses. Specifically, much remains unknown about how intracellular strains are distributed and controlled during mechanical deformation. In this study, we developed a microscopy-based intracellular strain measurement technique. Utilizing the intrapopulation mechanical heterogeneity of epithelial monolayers, we observed an inverse relationship between cytoplasmic and nuclear strains. We found that this anti-correlation is abolished by the inhibition of Linker of Nucleoskeleton and Cytoskeleton (LINC) complex, suggesting that nucleo-cytoskeletal coupling controls intracellular strain distribution. We discovered a direct connection between cytoplasmic strain and stretch-induced nucleus size changes, implying that molecular events arising from cytoplasmic deformation may drive nuclear remodeling during stretching. By conducting multivariable analyses, we found that the intracellular strain can be inferred from cell morphology. Overall, our experimental platform and findings provide a foundation for unraveling the relationship between mechanotransduction pathways and upstream intracellular strain. SIGNIFICANCEMechanical stimuli exert influence on epithelial cells, not only orchestrating embryogenesis and regeneration, but also regulating cancer progression and inflammatory conditions. Despite efforts to identify mechanically activated molecular events, understanding how deformation is distributed within cells to induce subcellular responses remains limited. Specifically, the control of subcellular strain distribution during mechanical stretch is unclear. In this study, we developed a microscopy-based method to measure subcellular strain and observed an inverse relationship between cytoplasmic and nuclear strains. Disrupting nucleo-cytoplasmic coupling abolished this relationship, suggesting its role in controlling strain distribution. Additionally, we found that cytoplasmic strain correlates with nucleus size changes during stretching, indicating cytoplasmic events influence nucleus remodeling.

biophysics↗

bioRxiv2024

Timing of treatment shapes the path to androgen receptor signaling inhibitor resistance in prostate cancer

There is optimism that cancer drug resistance can be addressed through appropriate combination therapy, but success requires understanding the growing complexity of resistance mechanisms, including the evolution and population dynamics of drug-sensitive and drug-resistant clones over time. Using DNA barcoding to trace individual prostate tumor cells in vivo, we find that the evolutionary path to acquired resistance to androgen receptor signaling inhibition (ARSI) is dependent on the timing of treatment. In established tumors, resistance occurs through polyclonal adaptation of drug-sensitive clones, despite the presence of rare subclones with known, pre-existing ARSI resistance. Conversely, in an experimental setting designed to mimic minimal residual disease, resistance occurs through outgrowth of pre-existing resistant clones and not by adaptation. Despite these different evolutionary paths, the underlying mechanisms responsible for resistance are shared across the two evolutionary paths. Furthermore, mixing experiments reveal that the evolutionary path to adaptive resistance requires cooperativity between subclones. Thus, despite the presence of pre-existing ARSI-resistant subclones, acquired resistance in established tumors occurs primarily through cooperative, polyclonal adaptation of drug-sensitive cells. This tumor ecosystem model of resistance has new implications for developing effective combination therapy.

cancer biology↗

bioRxiv2023

An RXLR effector targets ER-Golgi interface to induce ER stress and necrotic cell death

To achieve successful colonization, the pathogen secretes hundreds of effectors into host cells to manipulate the hosts immune response. Despite numerous studies, the molecular mechanisms underlying effector-induced necrotic cell death remain elusive. In this study, we identified a novel virulent RXLR effector named Pc12 from P. capsici. Pc12 induces necrosis by triggering a distinct ER stress response through its interaction with Rab13-2. Unlike conventional hypersensitive response cell death associated with effector-triggered immunity, Pc12-induced cell death does not coincide with defense gene expression. Instead, it induces the aggregation of ER-resident proteins and confines secretory proteins within the ER. Pc12 interacts with Rab13-2, exhibiting a specific affinity for the active form of Rab13-2. Thus, the complex of Pc12 and Rab13-2 mimics the conformation of the inactive state of Rab13-2, subsequently recruiting the Rab-escort protein (REP). This process results in disruptions in vesicle formation within the ER-Golgi trafficking pathway. Furthermore, the substitution of a single amino acid of Rab13-2 structurally predicted to be crucial for the Pc12 interaction decreased the interaction with Pc12 while maintaining the interaction with REP1. These findings offer valuable insights into the ER stress-mediated cell death as well as a potential strategy for enhancing resistance against pathogens.

plant biology↗

bioRxiv2023

The prevalence of Fusobacterium nucleatum subspecies in the oral cavity stratifies by local health status

The ubiquitous inflammophilic pathobiont Fusobacterium nucleatum is widely recognized for its strong association with a variety of human dysbiotic diseases such as periodontitis and oral/extraoral abscesses, as well as multiple types of cancer. F. nucleatum is currently subdivided into four subspecies: F. nucleatum subspecies nucleatum (Fn. nucleatum), animalis (Fn. animalis), polymorphum (Fn. polymorphum), and vincentii/fusiforme (Fn. vincentii). Although these subspecies have been historically considered as functionally interchangeable in the oral cavity, direct clinical evidence is largely lacking for this assertion. Consequently, we assembled a collection of oral clinical specimens to determine whether F. nucleatum subspecies prevalence in the oral cavity stratifies by local oral health status. Patient-matched clinical specimens of both disease-free dental plaque and odontogenic abscess were analyzed with newly developed culture-dependent and culture-independent approaches using 44 and 60 oral biofilm/tooth abscess paired specimens, respectively. Most oral cavities were found to simultaneously harbor multiple F. nucleatum subspecies, with a greater diversity present within dental plaque compared to abscesses. In dental plaque, Fn. polymorphum is clearly the dominant organism, but this changes dramatically within odontogenic abscesses where Fn. animalis is heavily favored over all other fusobacteria. Surprisingly, the most commonly studied F. nucleatum subspecies, Fn. nucleatum, is only a minor constituent in the oral cavity. To gain further insights into the genetic basis for these phenotypes, we subsequently performed pangenome, phylogenetic, and functional enrichment analyses of oral fusobacterial genomes using the Anvio platform, which revealed significant genotypic distinctions among F. nucleatum subspecies. Accordingly, our results strongly support a taxonomic reassignment of each F. nucleatum subspecies into distinct Fusobacterium species. Of these, Fn. animalis should be considered as the most clinically relevant at sites of active inflammation, despite being among the least characterized oral fusobacteria.

microbiology↗

bioRxiv2023

An explainable language model for antibody specificity prediction using curated influenza hemagglutinin antibodies

Despite decades of antibody research, it remains challenging to predict the specificity of an antibody solely based on its sequence. Two major obstacles are the lack of appropriate models and inaccessibility of datasets for model training. In this study, we curated a dataset of >5,000 influenza hemagglutinin (HA) antibodies by mining research publications and patents, which revealed many distinct sequence features between antibodies to HA head and stem domains. We then leveraged this dataset to develop a lightweight memory B cell language model (mBLM) for sequence-based antibody specificity prediction. Model explainability analysis showed that mBLM captured key sequence motifs of HA stem antibodies. Additionally, by applying mBLM to HA antibodies with unknown epitopes, we discovered and experimentally validated many HA stem antibodies. Overall, this study not only advances our molecular understanding of antibody response to influenza virus, but also provides an invaluable resource for applying deep learning to antibody research.

immunology↗

bioRxiv2023

Population genomics of Aspergillus sojae is shaped by the food environment

Traditional fermented foods often contain specialized microorganisms adapted to the unique food environment. For example, the filamentous mold Aspergillus oryzae, used in sake fermentation, has evolved to thrive in starch-rich conditions compared to its wild ancestor, Aspergillus flavus. Similarly, Aspergillus sojae is used in soybean-based food fermentations (e.g. miso and shochu) and is closely related to Aspergillus parasiticus. Here, we investigated the impact of long-term A. sojae usage in soybean fermentation on population structure, genome variation, and phenotypic traits. We analyzed 12 A. sojae and 10 A. parasiticus genomes, along with phenotypic characteristics of 15 isolates. Our results revealed that A. sojae isolates formed a distinct population separate from A. parasiticus and displayed remarkably low levels of genetic diversity, indicative of a recent clonal expansion. Genome comparisons revealed numerous loss-of-function mutations in A. sojae, notably in genes responsible for secondary metabolite production, including genes in the aflatoxin encoding gene cluster. Consequently, A. sojae lacked aflatoxin production, while it varied among A. parasiticus isolates. No other significant differences were observed in growth rates or other measured phenotypic traits between A. sojae and A. parasiticus. These findings suggest that A. sojae may have evolved from a population of A. parasiticus and lost the ability to produce some secondary metabolites. To elucidate the phenotypic differences between A. sojae and A. parasiticus, future work should focus on the influence of wild and food-associated strains on the sensory aspects and microbial community dynamics of fermented soy products. Significance StatementLike plants and animals, microbes were also domesticated by humans, however relatively little is known about how the process of domestication shapes microbial genomes and traits. We found that isolates of Aspergillus sojae, a mold used in the production of miso and soy sauce, makeup a less toxic group that is genetically distinct from its closely related wild ancestor Aspergillus parasiticus. Our analyses shed new light on commonalities observed across filamentous molds adapted to the food environment.

evolutionary biology↗

bioRxiv2023

Spontaneous activity in peripheral sensory nerves - A systematic review

In the peripheral nervous system, spontaneous activity in sensory neurons is considered to be one of the two main drivers of chronic pain states, alongside neuronal sensitization. Despite this, the precise nature and timing of this spontaneous activity in neuropathic pain is not well-established. Here, we have carried out a systematic search and data extraction of existing electrophysiological literature to shed light on which fibre types have been shown to maintain spontaneous activity and over what time frame. We examined both in vivo recordings of pre-clinical models of neuropathic pain, as well as microneurography recordings in humans. Our analyses reveal that there is broad agreement on the presence of spontaneous activity in neuropathic pain conditions, even months after injury or years after onset of neuropathic symptoms in humans. However, due to the highly specialised nature of the electrophysiological methods used to measure spontaneous activity, there is also a high degree of variability and uncertainty around these results. Specifically, there are very few directly controlled experiments, with little directly comparable data between human and animals. Given that spontaneous peripheral neuron activity is considered to be a key mechanistic feature of chronic pain conditions, it may be beneficial to conduct further experiments in this space.

neuroscience↗

bioRxiv2023

Remote neuronal activity drives glioma infiltration via Sema4f

The tumor microenvironment (TME) plays an essential role in malignancy and neurons have emerged as a key component of the TME that promotes tumorigenesis across a host of cancers. Recent studies on glioblastoma (GBM) highlight bi-directional signaling between tumors and neurons that propagates a vicious cycle of proliferation, synaptic integration, and brain hyperactivity; however, the identity of neuronal subtypes and tumor subpopulations driving this phenomenon are incompletely understood. Here we show that callosal projection neurons located in the hemisphere contralateral to primary GBM tumors promote progression and widespread infiltration. Using this platform to examine GBM infiltration, we identified an activity dependent infiltrating population present at the leading edge of mouse and human tumors that is enriched for axon guidance genes. High-throughput, in vivo screening of these genes identified Sema4F as a key regulator of tumorigenesis and activity-dependent infiltration. Furthermore, Sema4F promotes the activity-dependent infiltrating population and propagates bi-directional signaling with neurons by remodeling tumor adjacent synapses towards brain network hyperactivity. Collectively, our studies demonstrate that subsets of neurons in locations remote to primary GBM promote malignant progression, while revealing new mechanisms of tumor infiltration that are regulated by neuronal activity.

cancer biology↗

bioRxiv2023

Oomycete effector AVRblb2 targets cyclic nucleotide-gated channels through calcium sensors to suppress pattern-triggered immunity

Transient, rapid increase of cytosolic Ca2+ upon pathogen infection is essential for plant pathogen-associated molecular pattern (PAMP)-triggered immunity (PTI). Several cyclic nucleotide-gated channels (CNGCs) have been implicated; however, their regulatory mechanisms remain elusive. Here, the Phytophthora infestans RXLR effector AVRblb2 family targeted NbCNGC18-20 at the plasma membrane, inhibiting Ca2+ influx and PTI. AVRblb2 required calmodulin (CaM) and calmodulin-like (CML) proteins as co-factors to interact with N. benthamiana CNGCs (NbCNGCs), forming the AVRblb2-CaM/CML-NbCNGCs complex. After recognizing PAMPs, NbCNGC18 formed active heteromeric channels with other CNGCs, potentially providing selectivity for diverse signals to fine-tune cytosolic Ca2+ levels and responses. AVRblb2 suppressed the Ca2+ influx and oxidative burst induced by NbCNGC18 heteromeric complexes. Silencing CNGC18, CNGC20, and CNGC25 compromised the effect of AVRblb2 on P. infestans virulence, confirming that AVRblb2 contributed to virulence by targeting CNGCs. Our findings delineated the regulatory mechanism and role of effector-targeted Ca2+ channels in plant innate immunity.

plant biology↗

bioRxiv2022

A Phytophthora nucleolar effector, Pi23226, targets to host ribosome biogenesis for necrotrophic cell death

Pathogen effectors target diverse subcellular organelles to manipulate the plant immune system. Although nucleolus has been emerged as a stress marker, and several effectors are localized in the nucleolus, the roles of nucleolar-targeted effectors remain elusive. In this study, we showed Phytophthora infestans infection of Nicotiana benthamiana results in nucleolar inflation during the transition from biotrophic to necrotrophic phase. Multiple P. infestans effectors were localized in the nucleolus: Pi23226 induced cell death in Nicotiana benthamiana and nucleolar inflation similar to that observed in the necrotrophic stage of infection, whereas its homolog Pi23015 and a deletion mutant (Pi23226{Delta}C) did not induce cell death or affect nucleolar size. RNA immunoprecipitation and iCLIP-seq analysis indicated that Pi23226 bound to the 3'-end of 25S rRNA precursors, resulting in the accumulation of unprocessed 27S pre-rRNAs. The nucleolar stress marker NAC082 was strongly upregulated under Pi23226-expressing conditions. Pi23226 subsequently inhibited global protein translation in host cells by interacting with ribosomes. Pi23226 enhanced P. infestans pathogenicity, indicating that Pi23226-induced ribosome malfunction and cell death was beneficial for pathogenesis in the host. Our results provide evidence for the molecular mechanism underlying RNA-binding effector activity in host ribosome biogenesis, and lead to new insights into the nucleolar action of effectors in pathogenesis.

plant biology↗

bioRxiv2022

The Phytophthora capsici RxLR effector CRISIS2 has roles in suppression of PTI and triggering cell death in host plant

Pathogen effectors can suppress various plant immune responses, suggesting that they have multiple targets in the host. To understand the mechanisms underlying plasma membrane-associated and effector-mediated immunity, we performed Phytophthora capsici RxLR cell death Inducer Suppressing Immune System (CRISIS) screening. In Nicotiana benthamiana, the cell death induced by the RxLR effector CRISIS2 is inhibited by the irreversible plasma membrane H+-ATPase (PMA) activator fusicoccin. Biochemical and gene silencing analyses revealed that CRISIS2 physically and functionally associates with PMAs and induces host cell death independent of immune receptors. CRISIS2 induces apoplastic alkalization by suppressing PMA activity via its association with the C-terminal regulatory domain of PMA. In planta expression of CRISIS2 significantly enhanced the virulence of P. capsici, whereas host-induced gene silencing of CRISIS2 compromised disease symptom and biomass of P. capsici. Furthermore, co-immunoprecipitation assays revealed that CRISIS2 constitutively associates with BAK1, the co-receptor of pattern recognition receptors (PRRs). CRISIS2 interferes with the FLS2-BAK1 complex induced by flagellin perception and impairs downstream signaling from the PRR complex. Proteomics and gene silencing assays identified putative PRRs that negatively regulate the virulence of P. capsici in N. benthamiana as interactors of CRISIS2 and BAK1. Our study identified a novel RxLR effector playing multiple roles in the suppression of plant defense and induction of cell death to support the pathogen hemibiotrophic life cycle in the host plant.

plant biology↗

bioRxiv2021

A merger between compatible but divergent genomes supports allopolyploidization in the Brassicaceae family

Hybridization and polyploidization are pivotal to plant evolution. Genetic crosses between distantly related species rarely occur in nature mainly due to reproductive barriers but how such hurdles can be overcome is largely unknown. xBrassicoraphanus is a fertile intergeneric allopolyploid synthesized between Brassica rapa and Raphanus sativus in the Brassicaceae family. Genomes of B. rapa and R. sativus are diverged enough to suppress synapsis formation between non-homologous progenitor chromosomes during meiosis, and we found that both genomes reside in the single nucleus of xBrassicoraphanus without genome loss or rearrangement. Expressions of syntenic orthologs identified in B. rapa and R. sativus were adjusted to a hybrid nuclear environment of xBrassicoraphanus, which necessitates reconfiguration of transcription network by rewiring cis-trans interactions. B. rapa coding sequences have a higher level of gene-body methylation than R. sativus, and such methylation asymmetry is maintained in xBrassicoraphanus. B. rapa-originated transposable elements were transcriptionally silenced in xBrassicoraphanus, rendered by gain of CHG methylation in trans via small RNAs derived from the same sequences of R. sativus subgenome. Our work proposes that not only transcription compatibility but also a certain extent of genome divergence supports hybrid genome stabilization, which may explain great diversification and expansion of angiosperms during evolution.

plant biology↗

bioRxiv2021

Bioactive Hydrogel Microcapsules for Guiding Stem Cell Fate Decisions by Release and Reloading of Growth Factors

Human pluripotent stem cells (hPSC) hold considerable promise as a source of adult cells for treatment of diseases ranging from diabetes to liver failure. Some of the challenges that limit the clinical/translational impact of hPSCs are high cost and difficulty in scaling-up of existing differentiation protocols. In this paper, we sought to address these challenges through the development of bioactive microcapsules. A co-axial flow focusing microfluidic device was used to encapsulate hPSCs in microcapsules comprised of an aqueous core and a hydrogel shell. Importantly, the shell contained heparin moieties for growth factor (GF) binding and release. The aqueous core enabled rapid aggregation of hPSCs into 3D spheroids while the bioactive hydrogel shell was used to load inductive cues driving pluripotency maintenance and endodermal differentiation. Specifically, we demonstrated that one-time 1h long loading of pluripotency signals, fibroblast growth factor (FGF)-2 and transforming growth factor (TGF)-{beta}1, into bioactive microcapsules was sufficient to induce and maintain pluripotency of hPSCs over the course of 5 days at levels similar to or better than a standard protocol with soluble GFs. Furthermore, stem cell-carrying microcapsules that previously contained pluripotency signals could be reloaded with an endodermal cue, Nodal, resulting in higher levels of endodermal markers compared to stem cells differentiated in a standard protocol. Overall, bioactive heparin-containing core-shell microcapsules decreased GF usage five-fold while improving stem cell phenotype and are well suited for 3D cultivation of hPSCs.

bioengineering↗

bioRxiv2021

Constructing Local Cell Sepcific Networks from Single Cell Data

Single-cell RNA sequencing facilitates investigations of gene co-expression networks at the cellular level potentially yielding unique biological insights, but the estimation problem is challenging. We develop a non-parametric approach to estimate cell-specific networks for each cell and cell type and propose novel downstream analyses. The individual networks preserve the cellular heterogeneity and facilitate testing for differences between cell groups. To further our understanding of autism spectrum disorder, we examine the evolution of gene networks in fetal brain cells and compare the gene networks of cells sampled from case and control subjects to reveal patterns in gene co-expression.

genomics↗