Biology subjects

Takahashi, Y.

Publications and source records attributed to Takahashi, Y..

At least 19 recordsLinked to original sources

bioRxiv2026

Firrm functions as a multiprotein interaction platform that coordinates Mcm8-9-Hrob recruitment and Fignl1-mediated Rad51 unloading

Rad51 forms nucleoprotein filaments to catalyze homology search and strand exchange. The transition to recombination-associated DNA synthesis is accompanied by Rad51 unloading and recombination helicase recruitment. However, how these reactions are coordinated remains unclear. Using Xenopus egg extracts, we identify a mechanistic coupling between Rad51 unloading and recombination helicase recruitment. Proteomic analysis revealed that Rad51 filaments assembled on double-stranded DNA recruit a limited set of recombination regulators, including C1orf112/Firrm, Fignl1, Mcm8, Mcm9, and Hrob. Firrm forms a stoichiometric complex with Fignl1 and directly binds short acidic motifs in the intrinsically disordered regions of both Mcm9 and Hrob. The Firrm-Mcm9 interaction promotes recruitment of Mcm8-9 and Hrob to Rad51 filaments. Purified Mcm8-9 stimulates the ATPase activity of Fignl1 through Firrm in a DNA-dependent manner. Rad51 unloading from double-stranded DNA depends primarily on Fignl1 ATPase activity and is stimulated by Firrm-Mcm9 interaction. In human cells, FIRRM-FIGNL1 and MCM8-9-HROB act in the same genetic pathway to confer resistance to DNA interstrand crosslinks. These results support a model in which Rad51 filaments and Firrm-Fignl1 promote recruitment of Mcm8-9-Hrob, which, in turn, stimulates Fignl1 ATPase activity, thereby coupling recombination helicase recruitment with Rad51 unloading.

molecular biology↗

bioRxiv2026

MassBank Human: The annotated human metabolome

Mass spectrometry-based metabolomics is essential for deciphering human metabolic functions and metabolite dark matter. However, the dark matter of the human metabolome is intricately hidden. Therefore, we developed MassBank Human, a curated library that distills 36,512,540 MS2 spectra from 76 public human datasets into 203,886 high-quality spectra via spectral averaging, recalibration, and filtering to achieve high mass accuracy. We further used three metabolite annotation tools and developed a Zipf-Bayesian rank aggregation framework to aggregate their rankings with false discovery rate control. This framework assigned molecular formulas, chemical classes, and planar structures to 55,564, 22,619, and 14,198 spectra, respectively. Approximately half of the annotated structures potentially originated from food, pollutants, or gut microbiota. In a metabolome analysis of colorectal cancer cells, MassBank Human doubled structural annotation coverage (10.6% to 21.2%), identifying acetylated polyamines as markers of metabolic rewiring. This community resource provides an annotated foundation for exploring human metabolomes.

bioinformatics↗

bioRxiv2026

Enhancing the hyaline cartilage regenerative potential of induced pluripotent stem cell-derived chondrocyte cell sheets

Introduction Autologous and allogeneic chondrocyte cell sheet transplantation has shown safety and potential efficacy for cartilage defects associated with knee osteoarthritis. Although polydactyly-derived chondrocyte (PDC) cell sheets have been used clinically for allogeneic transplantation, a scalable and reliable alternative cell source is needed. This study aimed to establish a proof-of-concept protocol for generating chondrocyte cell sheets from clinical-grade human induced pluripotent stem cells (iPS cells). Methods Cartilaginous tissue was generated from human iPS cells, and isolated chondrocytes were used to fabricate iPS cell-derived chondrocyte sheets. In Phase 1, sheets were produced in high-serum medium under normoxic, hypoxic, or hypoxic/high-seeding-density conditions and compared with PDC sheets using a three-dimensional in vitro model and xenogeneic orthotopic transplantation in an immunodeficient rat model. In Phase 2, sheets were produced in low-serum medium under hypoxic/high-seeding-density conditions and evaluated for cartilage-related gene expression, secreted factors, cell surface marker expression, and in vivo cartilage repair. Results In Phase 1, hypoxic/high-seeding-density culture enhanced in vitro chondrogenic properties. However, after transplantation, iPS cell-derived chondrocyte sheets formed fibrotic repair tissue, whereas PDC sheets generated hyaline-like cartilage. In Phase 2, low-serum culture increased expression of cartilage-related genes, including collagen type II alpha 1 (COL2A1) and SRY-box transcription factor 9 (SOX9), enhanced secretion of transforming growth factor beta 1 and melanoma inhibitory activity, and upregulated CD9, CD26, CD56, CD201, CD227, and GD2. Low-serum iPS cell-derived chondrocyte sheets regenerated hyaline cartilage at 4 weeks, and the repair tissue was maintained at 12 weeks without bone formation. Conclusions A robust fabrication protocol enabled human iPS cell-derived chondrocyte sheets to regenerate hyaline-like cartilage in vivo. These findings support their potential as a scalable cell source for clinical cartilage repair.

bioengineering↗

bioRxiv2026

Phenotypic diversity acts as a higher-order functional trait of populations

Functional traits are usually assigned to individuals, yet some properties exist only as differences among population members. Whether such higher-order properties predict collective performance remains unclear. Here we used the aquatic plant Spirodela polyrhiza to test whether phenotypic and genetic differences among genotypes predict non-additive population growth. We grew twelve Japanese strains alone and in all pairwise mixtures and quantified their growth dynamics. Mixtures sometimes outperformed the mean of their component monocultures, and some exceeded the better-performing monoculture, although diversity effects were negative on average. Positive effects were most strongly associated with between-strain differences in frond colour and morphology, identifying specific dimensions of phenotypic diversity as population-level predictors of synergistic growth. Genome-wide higher-level association mapping identified loci where between-strain diversity was associated with growth effects, implicating stress responses, secondary metabolism and frond morphology. Loci associated with reduced performance implicated chemical perception and self/non-self recognition, whereas those associated with positive effects reflected functional differentiation in stress responses and physiological niches. Our findings suggest that some traits generate new functions at the population level through variation among individuals, making diversity itself a higher-order functional property.

ecology↗

bioRxiv2026

Clonal hematopoiesis-associated DNMT3A mutations derepress bivalent Polycomb target genes and enhance macrophage migration

Somatic mutations in the de novo DNA methyltransferase DNMT3A are frequent in clonal hematopoiesis, but how they alter the function of differentiated myeloid cells remains unclear. Here, we used isogenic human embryonic stem cell-derived macrophage models to define the consequences of DNMT3A dysfunction during myeloid differentiation. DNMT3A-mutant macrophages selectively upregulated bivalent Polycomb target genes, accompanied by DNA hypomethylation, reduced H3K27me3 and increased promoter accessibility. Despite broad epigenetic changes across bivalent promoters, transcriptional derepression occurred at a subset of loci characterized by lower baseline DNA methylation and higher H3K27me3, identifying pre-existing chromatin state as a determinant of transcriptional response. This Polycomb-associated program was conserved in murine macrophages and enriched for genes involved in cell migration and wound repair. DNMT3A-mutant macrophages exhibited enhanced migration and preferential early recruitment to injured tissue. These findings link clonal hematopoiesis-associated epigenetic alterations to selective transcriptional reprogramming and altered function of differentiated myeloid cells.

cell biology↗

bioRxiv2026

Balanced RCC1 activity organizes the specialized spindle midplane during cleavage divisions

Chromosome-bound RCC1 generates Ran-GTP signals to organize functional spindles for faithful chromosome segregation during mitosis and meiosis. RCC1 is the sole guanine nucleotide exchange factor (GEF) for Ran and is essential for spindle assembly during early, but not late, embryonic divisions. However, how RCC1 organizes the specialized embryonic spindle and when its function changes during early embryogenesis remain unclear. Here, using time-resolved RCC1 depletion and depletion-rescue experiments in medaka embryos, we show that RCC1 GEF activity is specifically required before the blastula stage to organize a specialized metaphase spindle mid-plane that ensures faithful chromosome segregation. Mechanistically, RCC1 promotes the accumulation of the canonical Ran effectors HURP and KIFC1/HSET, and unexpectedly, the microtubule motor dynein at the spindle midplane during early embryonic divisions. Intriguingly, a five-fold increase in RCC1 expression phenocopies RCC1 depletion, disrupting spindle-midplane organization and the accumulation of KIFC1 and dynein in a GEF activity-dependent manner. Together, our findings demonstrate that both insufficient and excessive RCC1 GEF activity compromise embryonic spindle assembly, revealing that balanced Ran activation is required to organize the specialized spindle midplane during vertebrate cleavage divisions. HighlightsRCC1 requirement changes with embryonic spindle remodeling before the blastula stage. RCC1 GEF activity is required to organize the specialized embryonic spindle midplane. RCC1 promotes the accumulation of HURP, KIFC1, and dynein at the spindle midplane. Both insufficient and excessive RCC1 GEF activity disrupt the spindle midplane organization.

cell biology↗

bioRxiv2026

Investigating nanostructure and -mechanics of contracting actin stress fibers by scanning ion conductance microscopy

Scanning ion conductance microscopy (SICM) provides gentle, non-contact cell surface imaging, but it has not been used to investigate intracellular structures because the plasma membrane restricts nanopipette access. Here, we combined SICM with microsonication-based cell de-roofing to expose intracellular actin stress fibers (SFs) in U2OS cells for nanotopographical and -mechanical characterization. Importantly, the de-roofing conditions preserved actomyosin contractility, allowing analysis of SF structural and biomechanical changes during ATP-induced contraction. Resting SFs displayed an average height of 203{+/-}38 nm and width of 357{+/-}73 nm, and a complex surface architecture characterized by regularly spaced long-range height modulations ([~]500 nm periodicity; Wq [~]25 nm) and smaller irregular corrugations (Ra [~]19.2 nm). ATP stimulation reduced SF height and width by [~]39% and [~]15%, respectively, while largely preserving surface corrugation patterns. During contraction, some SFs separated into two longitudinal strands. High-resolution SICM imaging also revealed filamentous crosslinks mechanically coupling neighboring SFs, and nanomechanical measurements demonstrated local stiffening during contraction. These findings provide new insight into the structural and mechanical regulation of SF contraction and highlight the potential of SICM combined with cell de-roofing as a powerful platform for studying dynamic intracellular processes at nanometer resolution.

biophysics↗

bioRxiv2026

Human club cells derived from pluripotent stem cells reveal new insights into epithelial lineage plasticity through structural and functional validation

Airway epithelial homeostasis relies on multiple specialized cell types, with club cells playing central roles in maintaining epithelial integrity and regulating inflammation. Environmental insults such as allergens, viral infections, or pollutants preferentially damage club cells, impairing epithelial repair and contributing to pulmonary diseases. However, the functional properties of club cells remain incompletely defined, and tractable human models are lacking. Herein, we establish a robust platform to differentiate human pluripotent stem cells (hPSCs) into club cells exhibiting their hallmark secretory features, appropriate epithelial organization, and functional properties. Single-cell transcriptomic analyses and lineage trajectory inference revealed unexpected epithelial plasticity: hPSC-derived club cells give rise to multiciliated epithelial cells through a deuterosomal intermediate--a previously uncharacterized trajectory. Additionally, a distinct club cell subset exhibited transcriptional features indicative of neuroendocrine and goblet cell differentiation potential. This study uncovers club cell plasticity and establishes a hPSC-based platform for studying airway development, regeneration and disease modeling.

cell biology↗

bioRxiv2026

Single-cell spatial multiomics identifies POSTN+ CAFs mediating chemoradiotherapy resistance in rectal cancer

Neoadjuvant chemoradiotherapy (CRT) is standard for locally advanced rectal cancer (LARC), yet many patients retain residual disease. To resolve CRT-associated remodeling of the tumor microenvironment, we generated a multimodal spatial atlas from serial sections of paired pretreatment and post-treatment specimens from 24 patients using Xenium single-cell spatial transcriptomics and PhenoCycler multiplex proteomics, profiling 2.8 million cells; matched Visium HD datasets were generated on adjacent serial sections. Resistance was most strongly associated with fibroblast and myeloid programs adjacent to residual tumor. We identify a periostin (POSTN)-expressing CAF subset selectively enriched around residual tumor cells in non-responders, displaying a myofibroblastic phenotype and activating extracellular matrix remodeling, noncanonical WNT signaling, and immunosuppressive pathways. Tumor cells neighboring POSTN+ CAFs show consistent epithelial-mesenchymal transition signatures. Together, this atlas enables interrogation of CRT-induced spatial remodeling and nominates POSTN+ CAFs as key mediators and targets of CRT resistance, with direct relevance to CRT-based combination strategies.

cancer biology↗

bioRxiv2026

Efficient generation of hematopoietic progenitor cells from human pluripotent stem cells by robotic automation

Differentiation of human pluripotent stem cells (hPSCs) into therapeutic cell types requires stringent control of developmental signals, but conventional manual operations introduce substantial intra- and inter-operator variability. While automation can reduce such variability, fixed systems often lack compatibility with the dynamic, stage-specific, and format-diverse manipulations required for hPSC culture and differentiation. Here, we establish a flexible robotic platform to standardize a stroma- and xeno-free embryoid body (EB)-based hematopoietic progenitor cell (HPC) differentiation process and integrate machine learning (ML) to optimize key process parameters including the concentrations of multiple signaling molecules. Despite intrinsic biological stochasticity and technical complexity associated with EB formation, the robotic platform substantially reduced experimental variation. ML-guided, unbiased exploration not only identified combinations of signaling inputs that markedly improved the efficiency and reproducibility of HPC differentiation and subsequent natural killer cell generation, but also illuminated key signaling logic underlying early human hematopoietic development. Together, these results demonstrate that data-driven robotic automation can uncover optimal culture conditions that are difficult to identify through conventional human-driven experimentation.

developmental biology↗

bioRxiv2026

A macrocyclic peptide-based fusion inhibitor targeting SARS-CoV-2 Spike S2 subunit

Continuous emergence of SARS-CoV-2 variants carrying mutations in Spike presents a significant challenge for durable antiviral agents. Here we screen for random 13-amino acid non-mimetic macrocyclic peptides that bind to Spike and identify PA-001 that inhibits SARS-CoV-2 infection with high potency at 0.23-2.9 nM as 50% inhibitory concentration (IC50). PA-001 bound to Spike S2 subunit and inhibited the membrane fusion during virus entry. Through drug-resistant selection, we revealed that PA-001 targeted the fusion peptide proximal region (FPPR) in S2, which has not been recognized as a drug target to date. Consistent with its highly conserved amino acid sequences beyond strains, PA-001 exhibited broad antiviral activity against all tested SARS-CoV-2 variants, in contrast to clinically-approved S1-targeting antibodies that lost activity to Omicron variants. PA-001 suppressed SARS-CoV-2 propagation and disease progression in mouse- and hamster-infection models, both by administration prophylactically and therapeutically. Combination therapy with remdesivir further enhanced antiviral profiles. In clinical phase-I trial, PA-001 was well-tolerated and showed high systemic exposure, with 4,300-10,300-fold concentration of IC50 as maximum plasma concentration by single administration to healthy volunteers. These evidence propose FPPR as an unexpected antiviral drug target accessible by macrocyclic peptides and identify PA-001 as a potent anti-SARS-CoV-2 fusion inhibitor.

microbiology↗

bioRxiv2026

Management strategy evaluation for real-time closures in the short mackerel fishery in the Gulf of Thailand

Area and time restrictions are widely used in fisheries management for their simplicity and conservation benefits. Static closures (STCs) often fail to protect migratory fish; therefore, real-time closures (RTCs) are increasingly being adopted. However, RTCs require extensive and rapid data collection and analysis. The vessel monitoring system and daily landing reports provide near real-time data on fishing activities and fish abundance. We conducted a management strategy evaluation of RTCs and STCs in the Gulf of Thailand short mackerel fishery to clarify the efficacy of using RTCs to minimise fishing mortality, while considering their appropriate use with surveillance data for a migratory fish. The results support RTCs as more flexible and requiring a smaller closure area compared with STCs to achieve management objectives. We recommend gathering CPUE data on a monthly basis and using the highest CPUE threshold level to define a closure unit; no unit should be shut down until all units achieve the threshold level. Our results validate the efficacy of the RTC strategy for curtailing fishing mortality of a mobile species and demonstrate the effective use of RTCs to mitigate uncertainty in the migratory patterns of the species in an otherwise unpredictable, fluctuating environment.

ecology↗

bioRxiv2026

A genetically encoded microtubule bundler for causal dissection of microtubule bundling in cells

Microtubule (MT) bundling is a conserved organizational feature of the cytoskeleton that accompanies MT stabilization, suggesting that it is involved in diverse cellular processes, including mitosis, migration, and axon morphogenesis. Although microtubule-associated proteins are known to induce MT bundling, whether bundling itself is sufficient to alter MT properties and cellular behavior has remained difficult to address due to the lack of tools that selectively manipulate MT bundling in living cells. Here, we describe the development of a genetically encoded, protein-based "MT-Bundler" by coupling an MT-binding motif to a biologically inert oligomerization scaffold, enabling direct and tunable crosslinking of intracellular MTs. The expression of MT-Bundler consisting of MAP4 and Azami-Green, drove robust MT bundling, but also conferred marked resistance to depolymerization, and elevated MT acetylation. Functionally, enforced MT bundling disrupts cell division and migration and suppresses neurite and axon outgrowth. To confirm the causal relationship behind these findings, we further engineered chemically and optically inducible MT-Bundlers that permit rapid, reversible, and spatiotemporally precise control of MT bundling. Acute induction of MT bundling triggers a rapid increase in MT acetylation, revealing bundling as an upstream organizational cue that promotes luminal access of the acetyltransferase ATAT1. Notably, MT stabilization persists even in the absence of acetylation, demonstrating that bundling itself is sufficient to mechanically stabilize MTs. Together, these results identify MT bundling as a primary determinant of MT stability and modification, establishing MT-Bundlers as a versatile tool to dissect the mechanistic basis of MT bundling in living cells.

bioengineering↗

bioRxiv2026

Heterogeneous Nuclear Ribonucleoprotein A1 as a Key Regulator in Pulmonary Arterial Hypertension Development

BackgroundAlthough plexiform lesion (PL) formation in severe pulmonary arterial hypertension (PAH) is a therapeutic target, the mechanisms underlying their formation have not been fully elucidated. This study aimed to identify candidate proteins involved in PL formation by examining differentially expressed proteins (DEPs) in PAH lesions. MethodsProteomic remodeling was assessed before and after the formation of PLs in a SU5416 combined with hypoxia (SuHx) rat model of severe PAH using laser-capture microdissection coupled with mass spectrometry. Unobstructed pulmonary arteries with medial hypertrophy (UMHPAs) and PLs from SuHx rats were subjected to qualitative and quantitative proteomics, revealing DEPs between these structures. ResultsWe identified 718 proteins with 58 DEPs, of which 31 were upregulated in UMHPAs and 27 were upregulated in PLs. Immunostaining confirmed that DEPs detected in our proteomic analysis were differentially expressed between UMHPAs and PLs. Among them, we focused on heterogeneous nuclear ribonucleoprotein A1 (hnRNPA1) as a candidate protein that may be strongly associated with PL formation because of its strong association with cell proliferation. siRNA knockdown of hnRNPA1 in hypoxia-treated pulmonary artery smooth muscle cells reduced pyruvate kinase M2 expression and significantly decreased proliferative capacity. Treatment of SuHx rats with hnRNPA1 inhibitors also suppressed pulmonary artery remodeling in PAH and PL formation. ConclusionsSeveral DEPs associated with PL formation but with unclear relevance to pulmonary artery remodeling in PAH were discovered. Among these, hnRNPA1, which was not detected in transcriptome analysis, may be important in PL formation. What are the Clinical Implications?The prognosis for pulmonary arterial hypertension (PAH) with plexiform lesions (PLs) is poor. Although PLs are therapeutic targets, the mechanisms of PL formation have not been fully elucidated, and there have been no direct examinations of proteomic remodeling before and after their formation. We identified several differentially expressed proteins (DEPs) that may be strongly associated with PL formation. Of these, heterogeneous nuclear ribonucleoprotein A1 (hnRNPA1) was examined as a candidate protein involved in PA remodeling in PAH and PLs. Inhibition of hnRNPA1 in a severe PAH model not only suppressed pulmonary artery remodeling in PAH but also reduced PL formation. Several DEPs involved in pulmonary artery remodeling in PAH may be of significant value in the search for new therapeutic targets.

cell biology↗

bioRxiv2025

Peristaltic contractions drive gut anisotropic growth through collective cell rearrangements

The gut is the longest organ in the body, and its length is essential for efficient absorption of nutrient in adults. It is known that the gut undergoes massive elongation during prenatal/embryonic stages1,2, in which anisotropic growth takes place. But how this characteristic organ growth is achieved remains unknown. We here demonstrate an unprecedented role of peristaltic movements in the embryonic gut elongation using a caecum as a novel model in chicken embryos. Inhibition of the peristaltic movements by chemical drugs impedes the elongation of caecum. The elongation-halted caecum restores its longitudinal growth by optogenetically introduced peristaltic movements. At the cellular level, we have found that circular smooth muscle cells divide along the circumferential axis in a peristalsis-independent manner, which would otherwise serve as an engine for the radial growth. However, with peristaltic stimulation, the cells expand collectively their distribution along the gut longitudinal axis leading to the elongation of this organ. Thus, peristaltic activity biases circumferentially proliferating smooth muscle cells toward longitudinal rearrangement. This two-step model offers a novel way to identify the peristaltic activity as a critical growth signal for the gut elongation, and also to parsimoniously explain the anisotropic growth of the gut, which undergoes the elongation while retaining its thickness.

developmental biology↗

bioRxiv2025

Evolution of HMA-integrated tandem kinases accompanied by expansion of target pathogens

Tandem kinase proteins (TKPs) are an emerging family of plant intracellular immune receptors that offer potential for developing novel disease resistance. We cloned Rmo2 and Rwt7, genes for resistance to the blast fungus, from barley and wheat, respectively, and discovered that they are orthologs encoding TKPs with an integrated N-terminal heavy metal-associated (HMA) domain. Rmo2 was collocated with Rpg1, a TKP gene for resistance to stem rust, while Rwt7 was collocated with WTK4, a TKP gene for resistance to powdery mildew. Domain swapping suggested that the HMA domain determines target effector specificity of these genes. We propose a model illustrating an evolutionary process in which a TKP gene has differentiated into paralogs and orthologs that recognize various effectors through diversification of their HMA domains.

plant biology↗

bioRxiv2025

Reciprocal interactions between EMT and BMP signalling drive collective cell invasion.

During collective cell invasion, epithelial-to-mesenchymal transition (EMT) and morphogen signalling-mediated cell fate specification are traditionally viewed as a linear cascade: morphogens drive cell fates that activate EMT programs. Here, we uncover reciprocal coupling between EMT initiation and BMP signalling mediated by SNAI2 and SMAD1. Using substrate-induced EMT in ex vivo explants, we demonstrate that EMT initiation upregulates SMAD1 expression, priming cells for BMP signalling competence across germ layers. Single-cell RNA sequencing reveals SNAI2 and SMAD1 co-expression in EMT initiation regions, and SNAI2 overexpression is sufficient to induce ectopic SMAD1 expression in vivo. While BMP signalling is dispensable for EMT initiation, it regulates cell fate proportions, dispersal dynamics, precursor region depletion rates, and migration directionality. This coupling provides a mechanism for synchronising cell fate specification with invasion progression during axis elongation, positioning EMT as a process that actively modulates morphogen competence to coordinate tissue-level cell behaviours during collective cell invasion. HighlightsO_LIEMT initiation directly primes BMP pathway competence. C_LIO_LISNAI2 overexpression is sufficient to drive ectopic SMAD1 expression. C_LIO_LIBMP signalling is spatiotemporally restricted to EMT initiation zones. C_LIO_LIBMP signalling tunes cell fate proportions and invasion dynamics. C_LI O_FIG O_LINKSMALLFIG WIDTH=200 HEIGHT=132 SRC="FIGDIR/small/691808v1_ufig1.gif" ALT="Figure 1"> View larger version (64K): org.highwire.dtl.DTLVardef@1ae1e78org.highwire.dtl.DTLVardef@526260org.highwire.dtl.DTLVardef@b892f1org.highwire.dtl.DTLVardef@1b74815_HPS_FORMAT_FIGEXP M_FIG C_FIG

developmental biology↗

bioRxiv2025

Influencer in flies: Socially interactive individuals shape group-level characteristics

Group living is a widespread adaptive strategy observed across the animal kingdom. Social interactions between individuals within a group often promote behavioral conformity, forming group-level characteristics that correspond to the groups phenotypic and genotypic composition. However, for large-scale groups observed in non-social invertebrates, a theoretical framework establishing how genotypic composition influences group-level characteristics and their intergroup variation has not been verified. Here, we elucidated the mechanism governing activity conformity in multiple Drosophila strains. Furthermore, by combining various strains, we revealed the mechanism by which group-level characteristics are formed as a function of genotype composition. In single-strain groups, image analysis and causal analysis based on information theory revealed that all strains conformed their walking behavior to others behavior. In contrast, mixed-strain groups exhibited emergent group-level characteristics, with some individuals from certain strains displaying non-conforming behavior. Interestingly, these individuals exhibited high sociality and exerted strong social influence on others, suggesting that specific individuals (genotypes) acting as "influencers" within the group plays a crucial role in shaping group-level characteristics. In the wild, each group may develop phenotypic variation influenced by the presence of these individuals.

animal behavior and cognition↗