Biology subjects

Wei, X.

Publications and source records attributed to Wei, X..

At least 109 records · Page 6Linked to original sources

bioRxiv2025

In Vivo Multiplexed Modeling Reveals Diverse Roles of the TBX2 Subfamily and Egr1 in Ras-Driven Lung Adenocarcinoma

The TBX2 subfamily of T-box transcription factors (including Tbx2, Tbx3, Tbx4, Tbx5) plays an essential role in lung development. Downregulation of these genes in human Lung adenocarcinoma (LUAD) suggests that these genes may be tumor suppressive, however because downregulation appears to occur primarily via epigenetic change, it remains unclear if these changes causally drive tumor progression or are merely the consequence of upstream events. Herein, we developed the first multiplexed mouse model to study the impact of TBX2 subfamily loss, alongside associated signaling genes Egr1, Chd2, Tnfaip3a, and Atf3, in Ras-driven lung cancer. Using TuBa-seq, a high-throughput tumor-barcoding system, we quantified the growth effects of these knockouts during early and late tumorigenesis. Chd2 loss consistently suppressed tumor progression, while Tbx2 loss exhibited stage-dependent effects. Notably, Egr1 emerged as a potent tumor suppressor, with its knockout increasing tumor size ([~]5x) at 20 weeks, surpassing Rb1 loss. Transcriptomic analyses of Egr1-deficient tumors suggested immune dysregulation, including heightened inflammation and potential markers of T cell exhaustion in the tumor microenvironment. These findings indicate that Egr1 may play a role in suppressing tumor growth through modulating immune dynamics, offering new insights into the interplay between tumor progression and immune regulation in LUAD.

cancer biology↗

bioRxiv2025

A Hyperbolic Discrete Diffusion 3D RNA Inverse Folding Model for functional RNA design

Generative design of functional RNAs presents revolutionary opportunities for diverse RNA-based biotechnologies and biomedical applications. To this end, RNA inverse folding is a promising strategy for generatively designing new RNA sequences that can fold into desired topological structures. However, three-dimensional (3D) RNA inverse folding remains highly challenging due to limited availability of experimentally derived 3D structural data and unique characteristics of RNA 3D structures. In this study, we propose RIdiffusion, a hyperbolic denoising diffusion generative RNA inverse folding model, for 3D RNA design tasks. By embedding geometric features of RNA 3D structures and topological properties into hyperbolic space, RIdiffusion efficiently recovers the distribution of nucleotides for targeted RNA 3D structures based on limited training samples using a discrete diffusion model. We perform extensive evaluations on RIdiffusion using different datasets and strict data-splitting strategies and the results demonstrate that RIdiffusion consistently outperforms baseline generative models for RNA inverse folding. This study introduces RIdiffusion as a powerful tool for the generative design of functional RNAs, even in structure-data-scarce scenarios. By leveraging geometric deep learning, RIdiffusion enhances performance and holds promise for diverse downstream applications.

bioinformatics↗

bioRxiv2025

Dynamic early recruitment of GAK-Hsc70 regulates coated pit maturation

Clathrin-mediated endocytosis (CME) is the process by which clathrin assembles on the plasma membrane to form clathrin-coated pits (CCPs), which then invaginate, accumulate cargo and are released by fission from the membrane to form clathrin-coated vesicles (CCVs). A transition of nascent CCPs from flat-to-curved has been observed by various methods. However, what drives this transition remains unknown and controversial. GAK and its chaperone protein, Hsc70, are well-known to mediate clathrin release from CCVs and several studies have observed a late burst of GAK recruitment as CCVs form. Other studies have proposed that early recruitment of GAK-Hsc70 could function to provide the necessary energy source to remodel nascent flat clathrin lattices, replacing hexagons with pentagons and enabling a gain of curvature and invagination of the growing CCP; however, direct functional evidence is lacking. Here we show that GAK knockdown inhibits CCP formation and invagination. Furthermore, mutations in the J domain of GAK that abolish Hsc70 recruitment to and activation at CCPs, lead to the accumulation of GAK at CCPs, hinder CCP stabilization and invagination and result in a striking increase in the proportion of short-lived, abortive CCPs. These findings support the hypothesis that GAK-Hsc70 promotes the turnover and remodeling of nascent clathrin assemblies required for curvature development during CME. Significance StatementGAK and its chaperone protein, Hsc70, are known to be recruited to clathrin-coated vesicles (CCVs) to mediate clathrin uncoating. Previous studies have proposed that early recruitment of GAK-Hsc70 to CCPs could function to remodel nascent flat clathrin lattices, replacing hexagons with pentagons and enabling a gain of curvature of the assembling polymeric coat. However, there are conflicting views, and direct functional evidence is lacking. Here we show that GAK knockdown inhibits CCP formation and invagination. A detailed domain-specific mutational analysis of GAK pinpointed the importance of J domain-Hsc70 interactions in regulating crucial early steps of CME including CCP stabilization and invagination. These findings support a hypothesis that GAK-Hsc70 promotes turnover of clathrin at nascent CCPs required for curvature development.

cell biology↗

bioRxiv2025

Disruption of Mitochondrial Dynamics and Stasis Leads to Liver Injury and Tumorigenesis

Background & AimsMitochondrial dysfunction has been implicated in aging and various cancer development. As highly dynamic organelles, mitochondria constantly undergo fission, mediated by dynamin-related protein 1 (DRP1, gene name Dnm1l), and fusion, regulated by mitofusin 1 (MFN1), MFN2, and optic atrophy 1 (OPA1). However, whether and how dysregulation of mitochondria dynamics would be involved in liver pathogenesis and tumorigenesis is unknown. MethodsDnm1l Flox/Flox (Dnm1lF/F), Mfn1F/F and Mfn2F/F mice were crossed with albumin-Cre mice to generate liver-specific Dnm1l knockout (L-Dnm1l KO), L-Mfn1 KO, L-Mfn2 KO, L-Mfn1, Mfn2 double KO (DKO), and L-Mfn1, Mfn2, Dnm1l triple KO (TKO) mice. These mice were housed for various periods up to 18 months. Some mice also received hydrodynamic tail vein injections of a Sleeping Beauty transposon-transposase plasmid system with c-MYC and YAP. Blood and liver tissues were harvested for biochemical and histological analysis. ResultsL-Dnm1l KO mice had elevated serum alanine aminotransferase levels and increased hepatic fibrosis as early as two months of age. By 12 to 18 months, male L-Dnm1l KO mice developed spontaneous liver tumors, primarily hepatocellular adenomas. While female L-Dnm1l KO mice also developed liver tumors, their incidence was much lower. In contrast, neither L-Mfn1 KO nor L-Mfn2 KO mice had notable liver injury or tumorigenesis. However, a small portion of DKO mice developed tumors at 15-18 month-old. Increased DNA damage, senescence and compensatory proliferation were observed in L-Dnm1l KO mice but were less evident in L-Mfn1 KO, L-Mfn2 KO or DKO mice, indicating that mitochondrial fission is more important to maintain hepatocyte homeostasis and prevent liver tumorigenesis. Interestingly, further deletion of Mfn1 and Mfn2 in L-Dnm1l KO mice markedly abolished liver injury, fibrosis, and both spontaneous and oncogene-induced tumorigenesis. RNA sequencing and metabolomics analysis revealed significant activation of the cGAS-STING-interferon pathway and alterations in the tumor microenvironment pathways, alongside increased pyrimidine synthesis and metabolism in the livers of L-Dnm1l KO mice. Notably, the changes in gene expression and pyrimidine metabolism were considerably corrected in the TKO mice. ConclusionsMitochondrial dynamics and stability are essential for maintaining hepatic mitochondrial homeostasis and hepatocyte functions. Loss of hepatic DRP1 promotes liver tumorigenesis by increasing pyrimidine metabolism and activating the cGAS-STING-mediated innate immune response.

cell biology↗

bioRxiv2025

IGD: A simple, efficient genotype data format

MotivationWhile there are a variety of file formats for storing reference-sequence-aligned genotype data, many are complex or inefficient. Programming language support for such formats is often limited. A file format that is simple to understand and implement - yet fast and small - is helpful for research on highly scalable bioinformatics. ResultsWe present the Indexable Genotype Data (IGD) file format, a simple uncompressed binary format that can be more than 100 times faster and 3.5 times smaller than vcf.gz on Biobank-scale whole-genome sequence data. The implementation for reading and writing IGD in Python is under 350 lines of code, which reflects the simplicity of the format. AvailabilityA C++ library reading and writing IGD, and tooling to convert .vcf.gz files, can be found at https://github.com/aprilweilab/picovcf. A Python library is at https://github.com/aprilweilab/pyigd

bioinformatics↗

bioRxiv2025

Identification of a divergent botulinum neurotoxin like gene cluster in Furfurilactobacillus

Botulinum neurotoxins (BoNTs) are among the most potent biological toxins and are traditionally associated with Clostridium species. However, recent discoveries have identified BoNT-like proteins in diverse bacterial genera, revealing an expanding family of neurotoxins with unique evolutionary and functional traits. In this study, we report the identification of a novel BoNT-like gene cluster in Furfurilactobacillus sp. OKN36, encoding a toxin we tentatively designate as "Furfuritoxin". Sequence and structural analyses indicate that Furfuritoxin shares key domains with clostridial neurotoxins, including a light chain zinc metalloprotease domain and heavy chain translocase and binding domains, while exhibiting significant sequence divergence. Phylogenetic analysis places Furfuritoxin within a divergent lineage alongside previously reported BoNT/Wo, suggesting a shared ancestral relationship. Gene neighborhood analysis reveals features shared with other BoNT gene clusters including ORFX-related genes and conjugation-associated elements, indicating horizontal gene transfer may have facilitated its distribution. This study adds to the growing family of BoNT-like toxins, providing insights into their evolution and diversity.

bioinformatics↗

bioRxiv2025

A simple age-structured, temperature-dependent population growth model of brown rice hopper (Nilaparvata lugens (Stal))

Brown rice hopper (BRH), a key insect pest to rice, is known can change its longevity and fecundity due to rising temperature. Here we modeled the response of BRH population growth to temperature using an age-structured population growth model, based on reported responses of BRH development time, survival, and fecundity to temperature. We applied this model to predict historical level of BRH population growth in the Mekong River Delta (MRD) and compared the predictions with historically observed percentages of rice fields infested by BRH. The model was able to capture the seasonal variation in BRH infestation and the optimal temperature for BRH activities (app. 26.5{degrees}C). These results highlighted the importance of temperature in regulating BRH population growth. The model, with further improvements as discussed, could be used for projecting BRH activity under rising temperatures or predicting BRH outbreaks due to seasonal temperature anomalies.

ecology↗

bioRxiv2024

Risk assessment of zoonotic viruses in urban-adapted wildlife

The repeated emergence of pandemic viruses underscores the linkages between land-use change and wildlife disease, and urban-adapted wildlife are of special interest due to their close proximity to humans. However, viral diversity within urban-adapted species and their zoonotic potential remains largely unexplored. We compiled a large dataset on seven priority urban-adapted mammal species and their viruses covering over 115 countries from 1574 to 2023. These urban-adapted species host 286 virus species spanning 24 orders and 38 families, 14 of which are potentially high risk for human infection. Raccoons carried the most high-risk viruses, while raccoon dogs had increased viral positivity in urban habitats compared to raccoons, wild boars, and red foxes. Many viruses in urban-adapted species were phylogenetically related to those found in humans, and we also observed evidence of possible viral spillback. These results highlight zoonotic risks associated with urban-adapted species and suggest enhanced surveillance to mitigate future outbreaks.

ecology↗

bioRxiv2024

Unveiling the diversity, transmission, and zoonotic potential of microbes in true insectivores

The Eulipotyphla (true insectivores) is the third largest mammalian order, comprising over 500 species, and could be an important source of human infectious diseases. However, relatively little is known about the diversity of microbes in insectivores and the contribution of insectivores to virus transmission more specifically among wild hosts. In this study, we compiled a comprehensive dataset containing over 400,000 records of insectivores and their associated microbes from 1903 to 2023. Our analyses showed that insectivores host a wide spectrum of 941 microbes, 60% of which are viruses and are predominantly found in the shrew and hedgehog families. Notably, human-associated viruses harbored by shrews and hedgehogs were phylogenetically closely related to those found in humans, suggesting potential bidirectional transmission between insectivores and humans. Moreover, virus-sharing networks revealed that insectivores held the second-most central position for virus sharing, just second to bats, among all mammalian orders. Insectivores had a high proportion of cross-order transmitted viruses, including many human-associated viruses. Dietary diversity, habitat diversity, and distributional traits (e.g. geographical range size, mean latitude, and urban adaptation status) emerged as the key ecological factors contributing to this cross-species virus transmission. Our findings highlight the microbial diversity present in insectivores, indicating this order may act as potential incubators for novel viruses capable of infecting mammals and spreading viruses of public health concern.

ecology↗

bioRxiv2024

Combined inhibition of S100A4 and TIGIT suppresses late-stage breast cancer metastasis to the lung by activating T and NK cells

Cancer metastasis is responsible for approximately 90% of cancer-related deaths, but very few treatment options exist currently. While the role of S100A4 in promoting metastasis has been known for decades, this knowledge has not been translated in the clinic. Here, we report that a novel monoclonal antibody against the human S100A4 protein (S1004-11) effectively suppresses breast cancer metastasis in two different mouse models. Importantly, a novel combination of ant-TIGIT and S100A4-11 can suppress lung metastases even in late-stage disease after the lung premetastatic niche (PMN) has already been established similar to a stage when many breast cancer patients are diagnosed. Mechanistically, S1004-11 mAb treatment block the formation of PMN by suppressing neutrophil infiltration and activating natural killer (NK) and T cells in the lung. Single-cell RNA-sequencing and cell:cell communication analyses indicate that TIGIT signaling suppresses NK cells, which is reversed in S100A4-11 treated PMN. In summary, this study provides compelling evidence for a novel mechanism of S100A4 function in PMN formation and the feasibility of using S100A4-11 monoclonal antibody to suppress metastases at different stages of breast cancer progression.

cancer biology↗

bioRxiv2024

ABA increases fatty acids levels in apple roots to boost colonization by arbuscular mycorrhizal fungi

The roots of most land plants are in symbiosis with arbuscular mycorrhizal (AM) fungi. The fungus promotes nutrient uptake from the soil while receiving plant photosynthate as lipids and sugars. Nutrient exchange must be regulated by both partners, but the mechanisms underlying the regulation of lipid supplement from the plant to the AM fungus remain elusive. Here, we conducted a molecular study on the role of increased abscisic acid (ABA) levels during AM fungus infection in the roots of apple (Malus spp.). AM fungus induced the expression of two ABA synthesis genes, MdNCED3.1 and 3.2, in apple roots and increased the ABA content, which promoted the growth of the AM fungus. The effect of ABA on symbiosis was confirmed in transgenic apple roots either overexpressing or silencing MdNCED3.1 or MdNCED3.2. Transcriptome analysis and transgenic manipulation revealed that the transcription factor MdABF2 played a key role in the ABA-mediated formation of symbiosis during AM infection and that MdABF2 could regulate the expression levels of genes related to fatty acid (FA) synthesis (e.g., MdKASIII) and translocation (such as MdSTR2) in apple roots. Activation of these genes boosted the levels of available fatty acids in the roots and increased the AM fungal colonization and arbuscule development in the roots. These results revealed a molecular pathway in which positive regulation of FA synthesis and transport by the ABA signaling pathway increases supplementation to AM fungi and promotes AM symbiosis.

molecular biology↗

bioRxiv2024

PSTP: Decoding Latent Sequence Grammar through Transfer Learning and Attention for Protein Phase Separation

Phase separation (PS) is essential in various biological processes, necessitating high-accuracy predictive algorithms for studying numerous uncharacterized sequences, and accelerating experimental validation. However, many recent prediction methods face challenges in generalizability due to their reliance on engineered features. Furthermore, accurately identifying protein regions involved in PS remains challenging. To address this, we propose PSTP, a model employing a dual-language model embedding strategy and a lightweight attention module. The attention layer enables reliable residue-level phase separation predictions, identifying 84% of PS regions in PhaSePro and substantially improving correlation coefficient compared to existing models. PSTP also demonstrates robust performance in predicting PS propensity across various types of PS proteins and shows potential for predicting artificial proteins. By analyzing 160,000+ variants, PSTP characterizes the link between the incidence of pathogenic variants and residue-level PS propensities. PSTPs predictive power and broad applicability make it a valuable tool for understanding biomolecular condensates and disease mechanisms.

bioinformatics↗

bioRxiv2024

Comparative proteomics of biofilm development in Pseudoalteromonas tunicata discovers a distinct family of Ca2+-dependent adhesins

The marine bacterium, Pseudoalteromonas tunicata, is a useful model for studying mechanisms of biofilm development due to its ability to colonize and form biofilms on a variety of marine and eukaryotic host-associated surfaces. However, the pathways responsible for P. tunicata biofilm formation are still incompletely understood, in part due to a lack of functional information for a large proportion of its proteome. Here, we used comparative shotgun proteomics to examine P. tunicata biofilm development throughout the planktonic phase to three stages of biofilm development at 24, 48, and 72 h. Proteomic analysis identified 232 proteins that were up-regulated during different stages of biofilm development, including many hypothetical proteins as well as proteins known to be important for P. tunicata biofilm development such as the autocidal enzyme AlpP, violacein proteins, S-layer protein SLR4, and various pili proteins. We further investigated the top identified biofilm-associated protein (Bap), a previously uncharacterized 1600 amino acid protein (EAR30327), which we designated as "BapP". Based on AlphaFold modeling and genomic context analysis, we predicted BapP as a distinct Ca2+-dependent biofilm adhesin. Consistent with this prediction, a {Delta}bapP knockout mutant was defective in forming both pellicle and surface-associated biofilms, which was rescued by re-insertion of bapP into the genome. Similar to mechanisms of RTX adhesins, BapP-mediated biofilm formation was influenced by Ca2+ levels, and BapP is likely exported by a type 1 secretion system. Ultimately, our work not only provides a useful proteomic dataset for studying biofilm development in an ecologically relevant organism, but it also adds to our knowledge of bacterial adhesin diversity, emphasizing Bap-like proteins as widespread determinants of biofilm formation in bacteria.

microbiology↗

bioRxiv2024

Synergistic and antagonistic activities of IRF8 and FOS enhancer pairs during an immune cell fate switch

Cell-fate instructive genes tend to be regulated by large clusters of enhancers. Whether and how individual enhancers within such clusters cooperate in regulating gene expression is poorly understood. We have previously developed a computational method, SEGCOND, that identifies hubs consisting of enhancer clusters and their target genes, termed Putative Transcriptional Condensates (PTCs). Using SEGCOND, we identified PTCs in a CEBPA-induced B-cell to macrophage transdifferentiation system. We found them to be enriched for highly expressed, lineage-restricted genes and to associate with BRD4, a component of transcriptional condensates. Here we performed single and combinatorial deletions of enhancers within two active PTCs after transdifferentiation is induced, harboring IRF8 and FOS. Two enhancers within the IRF8 PTC were found to form a backup mechanism when combined, safeguarding IRF8 expression and transdifferentiation kinetics. Unexpectedly, two individual enhancers within the FOS PTC antagonize each other at Day 1 of transdifferentiation, delaying the conversion of B-cells to macrophages and reducing FOS expression, but cooperate to increase FOS levels in Day 7 induced cells. Our results reveal differentiation stage-specific, complex interactions, between individual enhancers within a cluster.

genomics↗

bioRxiv2024

Direct Nuclear Delivery of Proteins on Living Plant via Partial Enzymatic Cell Wall Digestion

While many variations of protein delivery methods have been described, it can still be difficult or inefficient to introduce exogenous proteins into plants. A major barrier to progress is the cell wall which is primarily composed of polysaccharides and thus only permeable to small molecules. Here, we report a partial enzymatic cell wall digestion-mediated uptake method that efficiently delivers protein into the nucleus of plant cells. Such a method allowed efficient nuclear delivery of GFP proteins into Arabidopsis root cells throughout all cell layers. This study establishes that a partial enzymatic cell wall degradation could enable a myriad of plant biotechnology applications that rely on functional protein delivery into walled plant cells.

bioengineering↗

bioRxiv2024

Foraging niche partitioning of three Myotis bat species and marine fish consumption by Myotis pilosus in a subtropical East Asian region

Most bats are insectivorous, but some species have evolved the ability to prey on fish. Although piscivory has been confirmed in the Ricketts big-footed myotis (Myotis pilosus), the extent of piscivory of other cohabiting Myotis species is uncertain. This study aims to explore the dietary niches and fish consumption of three Myotis species in a subtropical East Asian region, and specifically the fish diet of M. pilosus. Our findings reveal, for the first time, that M. pilosus consumes marine fishes, in contrast to previous research conducted in inland regions that suggested year-round consumption of cyprinids in freshwater habitats. We also observed seasonal variation in the diets of M. pilosus. It predominately hunted wide-banded hardyhead silverside, sailfin flying fish, and shorthead anchovy during the wet season, while mainly preying upon mullets during the dry months. In more inland areas, M. pilosus was found to primarily feed on invasive freshwater poeciliids. Furthermore, M. pilosus consumed more fish during the dry season, while there was a greater consumption of insects during the wet months. Most notably among our findings is the consumption of fish by two individuals of Horsfields myotis (M. horsfieldii), indicating that the species is potentially piscivorous. We revealed that both M. horsfieldii and M. pilosus consumed water striders, suggesting that foraging of aquatic insects could be driving the evolution of fishing behavior. Our findings have also shed light on the flexibility of foraging behavior in piscivorous bats.

ecology↗

bioRxiv2024

Characterization of bronchiolitis and vaccine-induced enhanced respiratory disease in Syrian hamsters caused by respiratory syncytial virus infection

Respiratory syncytial virus (RSV) presents a significant health risk to pediatric and old populations. The quest for developing effective RSV vaccines and immunoprophylactic measures remains highly active, while the catastrophic enhanced respiratory disease (ERD) reaction triggered by RSV vaccines poses lingering concerns. Meanwhile, as the basis of vaccine research, the development of animal models of RSV infection has shown less substantial progress, with considerable disparities in immunological and pathological responses compared to humans. The Syrian hamster, which is reported to be susceptible to RSV infection, seems promising, but the lack of in-depth studies has hampered its application. Consequently, we have refined the RSV-infected hamster model by establishing infection models at different ages, reanalyzing virological and pathological data, and applying vaccination with heat-inactivated RSV virus for ERD reaction. In general, neonatal hamsters exhibited the highest level of viral amplification, while old hamsters displayed the most severe pathological manifestations, with adult hamsters in between. Although Syrian hamsters were moderately susceptible to RSV infection, they showed typical pathological changes of bronchitis in all age groups, with adult and old animals even showing clinical signs of coughing. In addition, hamsters demonstrated the typical ERD response to heat-inactivated virus, characterized by the exacerbation of lung injury with extensive neutrophil and eosinophil infiltration, as well as TH2 polarization. Collectively, these characteristics suggest that the Syrian hamster model has significant potential for investigating the pathogenesis of RSV infection, elucidating the mechanism of ERD, and evaluating vaccine efficacy and safety. ImportanceThe Syrian hamster has been shown in our study to be a potential model for respiratory syncytial virus (RSV) infection, according to the following characteristics: Hamsters of three different age groups all developed typical pulmonary bronchiolitis following RSV infection, whereas adult and old hamsters showed typical cough symptoms, comparable to those observed in clinical patients. Hamsters of different ages showed considerable variability. Neonatal hamsters tolerated more viral replication, while old hamsters suffered the most severe pulmonary pathology. Hamsters exhibited typical ERD responses after inoculation with heat-inactivated RSV virus, including enhanced lung pathology, pulmonary eosinophilic and neutrophil infiltration, and Th2 polarization, which was remarkable and more similar to the typical characteristics of the ERD response in humans.

microbiology↗

bioRxiv2024

Signatures of selective sweeps in continuous-space populations

Selective sweeps describe the process by which an adaptive mutation arises and rapidly fixes in the population, thereby removing genetic variation in its genomic vicinity. The expected signatures of selective sweeps are relatively well understood in panmictic population models, yet natural populations often extend across larger geographic ranges where individuals are more likely to mate with those born nearby. To investigate how such spatial population structure can affect sweep dynamics and signatures, we simulated selective sweeps in populations inhabiting a two-dimensional continuous landscape. The maximum dispersal distance of offspring from their parents can be varied in our simulations from an essentially panmictic population to scenarios with increasingly limited dispersal. We find that in low-dispersal populations, adaptive mutations spread more slowly than in panmictic ones, while recombination becomes less effective at breaking up genetic linkage around the sweep locus. Together, these factors result in a trough of reduced genetic diversity around the sweep locus that looks very similar across dispersal rates. We also find that the site frequency spectrum around hard sweeps in low-dispersal populations becomes enriched for intermediate-frequency variants, making these sweeps appear softer than they are. Furthermore, haplotype heterozygosity at the sweep locus tends to be elevated in low-dispersal scenarios as compared to panmixia, contrary to what we observe in neutral scenarios without sweeps. The haplotype patterns generated by these hard sweeps in low-dispersal populations can resemble soft sweeps from standing genetic variation that arose from substantially older alleles. Our results highlight the need for better accounting for spatial population structure when making inferences about selective sweeps.

evolutionary biology↗