Biology subjects

Liu, Z.

Publications and source records attributed to Liu, Z..

At least 577 records · Page 32Linked to original sources

bioRxiv2023

Rolling 2D Bioelectronic film into 1D: a Suturable Long-term Implantable Soft Microfiber

Long-term implantable bioelectronics can efficiently evaluate the function of the nervous system. 1D fiber-shaped devices require small surgical incisions significantly benefiting long-term biocompatibility. We report a strategy of rolling to reduce the dimension of bioelectronic devices from 2D film to 1D microfiber. The soft and stretchable multifunctional microfiber accommodates more than 60-channel longitudinally-distributed electrodes for bio-electric and -mechanical monitoring. It can be sutured into muscle with tiny incision for 8-month bio-electrical monitoring in rats. Importantly, after 13-month implantation, the fibroblast encapsulation around the fiber is negligible. Moreover, it can wander inside a brain under magnetic field. This strategy not only opens up the study of multi-channel and -function soft and stretchable fiber-shaped sensors but offers a platform for minimally-invasive implantable bioelectronics. One-Sentence SummaryThe rolling enables stretchable electrode array along one single microfiber and multimodal long-term in-vivo monitoring.

neuroscience↗

bioRxiv2023

An updated model of shoot apical meristem regulation by ERECTA family and CLAVATA3 signaling pathways

The shoot apical meristem (SAM) gives rise to above-ground organs. The size of the SAM is relatively constant due to the balance of stem cell replenishment versus cell recruitment into developing organs. In angiosperms, the transcription factor WUSCHEL (WUS) promotes stem cell identity in the central zone of the SAM. WUS forms a negative feedback loop with a signaling pathway activated by CLAVATA3 (CLV3). In the periphery of the SAM, the ERECTA family (ERf) receptors promote cell differentiation and constrain the expression of WUS and CLV3. Here, we show that four ligands of ERfs redundantly inhibit CLV3 and WUS expression. Transcriptome analysis confirmed that WUS and CLV3 are the main targets of ERf signaling and uncovered several new ones. Analysis of promoter reporters indicated that in the vegetative meristem, the WUS expression domain mostly overlapped with the CLV3 domain and did not shift along the apical-basal axis in clv3. A 3D mathematical model reproduced the experimentally observed CLV3 and WUS expression patterns with fewer assumptions than earlier models. Based on these findings, we propose that CLV3 regulates cellular levels of WUS expression through autocrine signaling, while ERfs regulate WUS spatial expression, preventing its encroachment into the peripheral zone. One Sentence SummaryThrough autocrine signaling, CLV3 regulates the level of WUS expression in the vegetative SAM but not its location, while ERfs regulate the WUS spatial pattern, preventing its expansion into the peripheral zone.

plant biology↗

bioRxiv2023

NanoLAS: a Comprehensive Nanobody Database with Data Integration, Consolidation, and Application

Nanobodies, a unique subclass of antibodies first discovered in camelid animals, are composed solely of a single heavy chains variable region (VHH). Their significantly reduced molecular weight, in comparison to conventional antibodies, confers numerous advantages in the treatment of various diseases. As research and applications involving nanobodies expand, the quantity of identified nanobodies is also rapidly growing. However, the existing antibody databases are deficient in type and coverage, failing to satisfy the comprehensive needs of researchers and thus, impeding progress in nanobody research. In response to this, we have amalgamated data from multiple sources to successfully assemble a new and comprehensive nanobody database. This database has currently included the latest nanobody data, provides researchers with an excellent search and data display interface, thus facilitating the progression of nanobody research and their application in disease treatment. In summary, the newly constructed Nanobody Library and Archive System (NanoLAS) may significantly enhance the retrieval efficiency and application potential of nanobodies. We envision that NanoLAS will serve as an accessible, robust, and efficient tool for nanobody research and development, propelling advancements in the field of biomedicine. Database URLhttps://www.nanolas.cloud

bioinformatics↗

bioRxiv2023

Adaptive Functions of Structural Variants in Human Brain Development

Quantifying the structural variants (SVs) in nonhuman primates could provide a niche to clarify the genetic backgrounds underlying human-specific traits, but such resource is largely lacking. Here, we report an accurate SV atlas in a population of 562 rhesus macaques, verified by two public SV benchmarks, an inhouse benchmark of eight macaque genomes with long-read sequencing and another inhouse benchmark of one macaque genome with whole-genome assembly. This accurate, quantitative SV map indicates stronger purifying selection on inversions, one type of poorly-clarified SVs to date, especially for those located on regulatory regions, suggesting a strategy for prioritizing inversions with the most important functions. Based on the distribution and the evolutionary features of these inversions in macaque population, we then identified 75 human-specific inversions, clarified their functional effects and prioritized them. Notably, the top-ranked inversions have substantially shaped the human transcriptome, through their dual-effects of reconfiguring the ancestral genomic architecture and introducing regional mutation hotspots at the inverted regions. As a proof-of-concept, we linked APCDD1, located on one of these inversions with the highest rank score and downregulated in human brains, to neuronal maturation. The accumulation of human-specific mutations on its promoter region, accelerated by the formation of the inversion, contributed to the decreased expression in humans. Notably, the overexpression of APCDD1 could accelerate the neuronal maturation, while its depletion in mice delays the neuronal maturation. This study thus highlights the contribution of SVs, especially the inversions, to the distinct features in human brain development.

evolutionary biology↗

bioRxiv2023

Progressive community, biogeochemical and evolutionary remodeling of the soil microbiome underpins long-term desert ecosystem restoration

Ecological restoration of degraded lands is essential to human sustainability. Yet, an in-depth community, functional, and evolutionary microbial perspective of long-term restoration of damaged ecosystems is lacking. Herein, we comprehensively assessed the impact of long-term (up to 17 years) restoration of Tengger Desert, China, by multi-omic profiling of 1,910 topsoil samples. The soil biophysiochemical properties, especially soil hydraulics, microbiome stability, and functional diversity, significantly improved during restoration. The soil microbiome transitioned from an extreme oligotrophic and autotrophic community to a diverse copiotrophic ecosystem. The soil microbiota, including fungi, could mediate the soil physicochemical changes through metabolites. Importantly, the systematic rewiring of nutrient cycles featured the multi-domain preference of an efficient carbon fixation strategy in the extreme desert environment. Finally, the microbiome was evolving via positive selections of genes of biogeochemical cycles, resistance, and motility. In summary, we present a comprehensive community, functional, biogeochemical, and evolutionary landscape of the soil microbiome during the long-term restoration of desert environments. We highlight the crucial microbial role in restoration from soil hydraulic and biogeochemical perspectives, offering promising field applications. HighlightsO_LIThe desert soil microbiome transformed from simple oligotrophic to a diverse, stable, and nutrient-rich ecosystem with expanded functional diversity. C_LIO_LIRestoration led to systematically rewired biogeochemical cycles, which are highly efficient in carbon fixation in the desert environment. C_LIO_LIThe microbiome was evolving via positive selections of genes involved in biogeochemical cycles and environmental adaptations. C_LIO_LIMicrobes and metabolites could facilitate desert restoration from hydraulic and biogeochemical aspects, offering promising field applications. C_LI

microbiology↗

bioRxiv2023

starTracer: An Accelerated Approach for Precise Marker Gene Identification in Single-Cell RNA-Seq Analysis

We introduce starTracer, a novel R package designed to enhance the specificity and efficiency of marker gene identification in single-cell RNA-seq data analysis. The package consists of two primary functional modules: "searchMarker" and "filterMarker". The "searchMarker" module, operating as an independent pipeline, exhibits superior flexibility by accepting a variety of input file types. Its primary output is a marker gene matrix, where genes are sorted by their potential to function as cluster-specific markers, with those exhibiting the greatest potential positioned at the top of the matrix for each respective cluster. In contrast, the "filterMarker" module is designed as a complementary pipeline to the Seurat "FindAllMarkers" function, providing a more accurate marker gene list for each cluster in conjunction with Seurat results. Benchmark analyses demonstrate that starTracer not only achieves excellent specificity in identifying marker genes compared to Seurat but also significantly surpasses it in processing speed. Impressively, the speed improvement ranges by 1~2 orders of magnitude compared to Seurat, as observed across three independent datasets. It is worth noting that starTracer exhibits increasing speed improvement with larger data volumes. It also excels in identifying markers in smaller clusters. Furthermore, the "filterMarker" reordering process considerably enhances Seurats marker matrix specificity. These advantages solidify starTracer as an invaluable tool for researchers working with single-cell RNA-seq data, merging robust accuracy with exceptional speed.

bioinformatics↗

bioRxiv2023

Spatial Transcriptomics Reveals the Requirement of ADGRG6 in Maintaining Chondrocyte Homeostasis in Mouse Growth Plates

The growth plate is essential for maintaining skeletal growth; however, the mechanisms governing postnatal growth plate homeostasis are poorly understood. Here we show that ADGRG6/GPR126, a cartilage-enriched G protein-coupled receptor (GPCR), is dispensable for embryonic limb development but is required for postnatal growth plate homeostasis. Adgrg6 ablation in osteochondral progenitor cells or postnatal chondrocytes leads to reduced cellularity and impaired maintenance of the resting zone in the growth plate, coupled with increased cell death and reduced cell proliferation. Adgrg6 mutant growth plates also exhibit disorganized extracellular matrix structures and dysregulated hypertrophic differentiation. Furthermore, using a novel spatial transcriptomics workflow that applies to FFPE tissue sections of mineralized mouse knee joints, we demonstrate that Adgrg6 ablation leads to reduced SOX9 expression, induced Indian hedgehog (IHH) signaling, and a precocious chondrogenic-to-osteogenic conversion of the growth plate chondrocytes that may be driven by increased POSTN/integrin receptor signaling. We further demonstrated that ADGRG6 regulates the proper formation of the resting zone growth plate by maintaining the PTHrP and SOX9-positive cell populations. Altogether, our findings elucidate the essential role of ADGRG6 in maintaining chondrocyte fate, survival, and homeostasis of the postnatal growth plates.

molecular biology↗

bioRxiv2023

Revisiting the potency of Tbx2 expression in transforming outer hair cells into inner hair cells at multiple ages in vivo

The cochlea, the auditory organ, contains two types of sound receptors: inner hair cells (IHCs) and outer hair cells (OHCs). Tbx2 is expressed in IHCs but repressed in OHCs. The neonatal OHCs with Tbx2 misexpression transdifferentiate into IHC-like cells. However, the extent of the switch from OHCs to IHC-like cells and the underlying molecular mechanism remain poorly understood. Furthermore, it is unknown whether Tbx2 can transform fully mature adult OHCs into IHC-like cells. In this study, we employ single-cell transcriptomic analysis, revealing that 85.6% of IHC genes, including Slc17a8, are upregulated, whereas only 38.6% of OHC genes, including Ikzf2 and Slc26a5, are downregulated in neonatal OHCs with Tbx2 misexpression. Thus, our findings suggest that Tbx2 cannot fully reprogram neonatal OHCs into IHCs, contrary to previous assumptions. Consistently, Tbx2 also fails to fully reprogram cochlear progenitors into IHCs. Finally, Ikzf2 restoration alleviates the abnormalities present in the Tbx2+ OHCs, supporting the notion that Ikzf2 repression by Tbx2 contributes to the transdifferentiation of OHCs into IHC-like cells. Overall, our study reevaluates the effects of ectopic Tbx2 expression on OHC lineage development at different stages and provides molecular insights into how Tbx2 disrupts the gene expression profiles of OHCs. This research also lays the groundwork for future studies on OHC regeneration. Significance StatementUnderstanding the molecular and genetic mechanisms that govern the determination and stability of cochlear inner hair cells (IHCs) and outer hair cells (OHCs) would provide valuable insights into regenerating damaged IHCs and OHCs. In this manuscript, we conduct in vivo conditional overexpression of Tbx2 in cochlear sensory progenitors, neonatal OHCs and adult OHCs, respectively. Our findings challenge previous assumptions by revealing that Tbx2 expression alone can partially destabilize OHC fates but cannot fully convert OHCs into IHCs. Specifically, we demonstrate that the repression of Ikzf2 expression due to Tbx2 overexpression is one of the key pathways disrupting OHC fate.

developmental biology↗

bioRxiv2023

Engineering an artificial catch bond using mechanical anisotropy

Catch bonds are a rare class of protein-protein interactions where the bond lifetime increases under an external pulling force. Here, we report how modification of anchor geometry generates catch bonding behavior for the mechanostable Dockerin G:Cohesin E (DocG:CohE) adhesion complex found on human gut bacteria. Using AFM single-molecule force spectroscopy in combination with bioorthogonal click chemistry, we mechanically dissociated the complex using five precisely controlled anchor geometries. When tension was applied through residue #13 on CohE and the N-terminus of DocG, the complex behaved as a two-state catch bond, while in all other tested pulling geometries, including the native configuration, it behaved as a slip bond. We used a kinetic Monte Carlo model with experimentally derived parameters to simulate rupture force and lifetime distributions, achieving strong agreement with experiments. Single-molecule FRET measurements further demonstrated that the complex does not exhibit dual binding mode behavior at equilibrium but unbinds along multiple pathways under force. Together, these results show how mechanical anisotropy and anchor point selection can be used to engineer artificial catch bonds.

biophysics↗

bioRxiv2023

HILAMA: High-dimensional multi-omic mediation analysis with latent confounding

MotivationThe increasingly available multi-omic datasets have posed both new opportunities and challenges to the development of quantitative methods for discovering novel mechanisms in biomedical research. One natural approach to analyzing such datasets is mediation analysis originated from the causal inference literature. Mediation analysis can help unravel the mechanisms through which exposure(s) exert the effect on outcome(s). However, existing methods fail to consider the case where (1) both exposures and mediators are potentially high-dimensional and (2) it is very likely that some important confounding variables are unmeasured or latent; both issues are quite common in practice. To the best of our knowledge, however, no methods have been developed to address these challenges with statistical guarantees. ResultsIn this article, we propose a new method for HIgh-dimensional LAtent-confounding Mediation Analysis, abbreviated as "HILAMA", that considers both high-dimensional exposures and mediators, and more importantly, the possible existence of latent confounding variables. HILAMA achieves false discovery rate (FDR) control under finite sample size for multiple mediation effect testing. The proposed method is evaluated through extensive simulation experiments, demonstrating its improved stability in FDR control and superior power in finite sample size compared to existing competitive methods. Furthermore, our method is applied to the proteomics-radiomics data from ADNI, identifying some key proteins and brain regions relating to Alzheimers disease. The results show that HILAMA can effectively control FDR and provide valid statistical inference for high dimensional mediation analysis with latent confounding variables. AvailabilityThe R package HILAMA is publicly available at https://github.com/Cinbo-Wang/HILAMA. Contactcinbo_w@sjtu.edu.cn

bioinformatics↗

bioRxiv2023

SMARTdb: an integrated database for exploring single-cell multi-omics data of reproductive medicine

Single-cell multi-omics sequencing has greatly accelerated reproductive research in recent years, and the data are continually growing. However, utilizing these data resources is challenging for wet-lab researchers. A comprehensive platform for exploring single-cell multi-omics data related to reproduction is urgently needed. Here we introduce SMARTdb (single-cell multi-omics atlas of reproduction), which is an integrative and user-friendly platform for exploring molecular dynamics of reproductive development, aging, and disease, covering multi-omics, multi-species, and multi-stage data. We have curated and analyzed single-cell transcriptome and epigenome data of over 2.0 million cells from 6 species across whole lifespan. A series of powerful functionalities are provided, such as "Query gene expression", "DIY expression plot", "DNA methylation plot", and "Epigenome browser". With SMARTdb, we found that the male germ-cell-specific expression pattern of RPL39L and RPL10L is conserved between human and other model animals. Moreover, DNA hypomethylation and open chromatin may regulate the specific expression pattern of RPL39L collectively in both male and female germ cells. In summary, SMARTdb is a powerful platform for convenient data mining and gaining novel insights into reproductive development, aging, and disease. SMARTdb is publicly available at https://smart-db.cn.

genomics↗

bioRxiv2023

Genomic locus of lncRNA-Gm26793 forms an inter-chromosomal molecular lock with Cubn to ensure proper stem cell differentiation and mouse embryogenesis

Inter-chromosomal interactions play a crucial role in 3D genome organization, yet the organizational principles and functional significances remain elusive. In general, long non-coding RNA (lncRNA) loci and transcripts are frequently associated with transcriptional programs modulated by long-range chromatin interactions. Here, we identified a novel lncRNA named Gm26793, which is abundantly distributed in the primitive streak and mesodermal cells of E7.5 mouse gastrula. Through genetic ablation of Gm26793, we observed a preferential responsiveness to primitive endoderm lineage during stem cell differentiation, as well as enhanced occurrence of transient and degenerative state cells in early mouse embryos when the cell fate segregates between epiblast and primitive endoderm. Mechanistically, we revealed the genomic locus of Gm26793, rather than the lncRNA transcript or adjacent gene governs the cell fate preference towards primitive endoderm. Concretely, Gm26793 locus (Chr 7) forms an inter-chromosomal molecular lock with Cubn (Chr 2), restraining the expression of Cubn and maintaining a natural epigenetic landscape, thus ensuring the proper lineage specification in vitro and in vivo. In order to reinforce this lock, CTCF and cohesin complex serves as a ring to fasten the inter-chromosomal contact. Overall, our study provides a clear paradigm that inter-chromosomal interaction collaborates with architectural factors to stabilize nuclear conformation and guarantee faithful gene expression during stem cell differentiation and mammalian embryogenesis.

developmental biology↗

bioRxiv2023

Structural basis for EROS binding to human phagocyte NADPH oxidase NOX2

EROS (essential for reactive oxygen species) is a recently identified molecular chaperone of NOX2 (gp91phox), the catalytic subunit of phagocyte NADPH oxidase. Deficiency in NOX2 expression or function due to genetic mutations leads to chronic granulomatous disease (CGD) with recurrent bacterial and fungal infections. To delineate how EROS interacts with NOX2, we solved the cryo-EM structure of the EROS-NOX2-p22phox heterotrimeric complex. EROS binds to NOX2 in plasma membrane through its anti-parallel -helices H1 and H2, and in cytoplasm through multiple {beta}-strands that form hydrogen bonds with the C terminal fragment of NOX2. EROS binding alters the conformation of the TM2 and TM6 transmembrane helices, increases the distance between the two hemes, and causes dislocation of the binding site for flavin adenine dinucleotide (FAD). EROS colocalizes with NOX2 on cell surface of neutrophil-like HL-60 cells and forms a heterotrimer with mature NOX2-p22phox in transfected cells. Phorbol myristate acetate, an activator of NOX2, induces dissociation of EROS from NOX2 in a NanoLuc complementation assay with concurrent production of superoxide in reconstituted cells. Taken together, these findings provide a structural basis for EROS-NOX2 interaction and suggest a previously unidentified function of EROS in regulating NOX2 activation.

immunology↗

bioRxiv2023

Atrial arrhythmogenesis in ex vivo aged mouse hearts with hypokalemia and right atrial stretch

IntroductionAtrial Fibrillation (AF) and atrial flutter (AFL) are the two most common cardiac arrhythmias in the United States. While advanced age has been correlated to AF/AFL, the lack of an appropriate animal model has hindered progress on better understanding the pathophysiology of atrial arrhythmogenesis. Both hypokalemic conditions and hemodynamic stretch have been associated with atrial tachyarrhythmias in patient populations. The purpose of this study was to examine the incidence of atrial tachyarrhythmias in an ex vivo aging C57BL/6 mouse model following hypokalemia and stretch challenges. MethodsHearts were isolated with combined cannulation of the aorta and superior vena cava in a modified right-sided working heart perfusion technique. Isolated hearts of Aged (26-29 month) male (n=14) and female (n=14) mice were subjected to normokalemic and hypokalemic conditions {+/-} atrial preload elevation to 12 cmH20 to induce atrial stretch. Heart rate, right ventricular (RV) pressure development, and incidence of atrial tachyarrhythmias were monitored using a pressure catheter and intracardiac electrocardiogram. ResultsIn response to hypokalemia, there were no changes in mean heart rate, RV pressure development, or RV Rate-Pressure Product (Rate x RV peak pressure). Atrial tachyarrhythmias were not observed under baseline conditions, and only 1 of 8 hearts exhibited atrial tachycardia following the hypokalemia challenge. In response to atrial preload elevation, there was an increase in heart rate (P=0.0006 versus baseline) with no change in RV pressure development. RV Rate-Pressure Product was significantly elevated (P=0.013 versus baseline) with atrial preload due to the increase in heart rate. Atrial tachyarrhythmias were not observed under both baseline conditions and following atrial preload elevation. In response to the combined hypokalemia and preload challenges, there was an increase in heart rate (P=0.008 versus baseline) with no change in RV pressure development or RV Rate Pressure product. Atrial tachyarrhythmias were not observed under baseline conditions, yet after the combined challenges 50% of aged hearts exhibited atrial tachycardia or AF/AFL. During bouts of AF/AFL, the AF/AFL led to a variable ventricular response and concomitant contractile dysfunction in the form of variable RV pressure development. ConclusionEx vivo aged mouse hearts exhibit atrial tachyarrhythmias in response to combined hypokalemia and right atrial stretch conditions. The aged C57BL/6 mouse model is therefore useful for pre-clinical studies of atrial arrhythmogenesis.

biophysics↗

bioRxiv2023

Deep multiple-instance learning accurately predicts gene haploinsufficiency and deletion pathogenicity

Copy number losses (deletions) are a major contributor to the etiology of severe genetic disorders. Although haploinsufficient genes play a critical role in deletion pathogenicity, current methods for deletion pathogenicity prediction fail to integrate multiple lines of evidence for haploinsufficiency at the gene level, limiting their power to pinpoint deleterious deletions associated with genetic disorders. Here we introduce DosaCNV, a deep multiple-instance learning framework that, for the first time, models deletion pathogenicity jointly with gene haploinsufficiency. By integrating over 30 gene-level features potentially predictive of haploinsufficiency, DosaCNV shows unmatched performance in prioritizing pathogenic deletions associated with a broad spectrum of genetic disorders. Furthermore, DosaCNV outperforms existing methods in predicting gene haploinsufficiency even though it is not trained on known haploinsufficient genes. Finally, DosaCNV leverages a state-of-the-art technique to quantify the contributions of individual gene-level features to haploinsufficiency, allowing for human-understandable explanations of model predictions. Altogether, DosaCNV is a powerful computational tool for both fundamental and translational research.

bioinformatics↗

bioRxiv2023

Herpes zoster mRNA vaccine induces superior vaccine immunity over licensed vaccine in mice and rhesus macaques

Herpes zoster remains an important global health issue and mainly occurs in aged and immunocompromised individuals with an early exposure history to Varicella Zoster Virus (VZV). Although the licensed vaccine Shingrix has a remarkably high efficacy, undesired reactogenicity and increasing global demand causing vaccine shortage urged the development of improved or novel VZV vaccines. In this study, we developed a novel VZV mRNA vaccine candidate (named as ZOSAL) containing sequence-optimized mRNAs encoding full-length glycoprotein E encapsulated in an ionizable lipid nanoparticle. In mice and rhesus macaques, ZOSAL demonstrated superior immunogenicity and safety in multiple aspects over Shingrix, especially in the induction of strong T cell immunity. Transcriptomic analysis revealed that both ZOSAL and Shingrix could robustly activate innate immune compartments, especially Type-I IFN signaling and antigen processing/presentation. Multivariate correlation analysis further identified several early factors of innate compartments that can predict the magnitude of T cell responses, which further increased our understanding of the mode of action of two different VZV vaccine modalities. Collectively, our data demonstrated the superiority of VZV mRNA vaccine over licensed subunit vaccine. The mRNA platform therefore holds prospects for further investigations in next-generation VZV vaccine development.

immunology↗

bioRxiv2023

Chemotherapeutic regulation of the ROS/MondoA-dependent TXNIP/GDF15 axis; and derivation of a new organoid metric as a predictive biomarker

Chemotherapy, the standard of care treatment for cancer patients with advanced disease, has been increasingly recognised to activate host immune responses to produce durable outcomes. Here, in colorectal adenocarcinoma (CRC) we identify chemotherapy-induced Thioredoxin Interacting Protein (TXNIP), a MondoA-dependent tumor suppressor gene, as a negative regulator of Growth/Differentiation Factor 15 (GDF15). GDF15 is a negative prognostic factor in CRC and promotes the differentiation of regulatory T cells (Tregs), through CD48 ligation. Intriguingly, multiple models including patient-derived tumor organoids demonstrate that loss of TXNIP/GDF15 axis functionality is associated with advanced disease or chemotherapeutic resistance, with transcriptomic or proteomic GDF15/TXNIP ratios showing potential as a prognostic biomarker. These findings illustrate a potentially common pathway where chemotherapy-induced epithelial stress drives local immune remodelling for patient benefit, with disruption of this pathway seen in refractory or advanced cases.

cancer biology↗

bioRxiv2023

Comprehensive analyses of 1771 transcriptome from seven tissues enhance genetic and biological interpretations of maize complex traits

By analyzing 1771 RNA-seq datasets from seven tissues in a maize diversity panel, we explored the landscape of multi-tissue transcriptome variation and evolution patterns of tissue-specific genes, and built a comprehensive multi-tissue gene regulation atlas to understand the genetic regulation of maize complex trait. Using transcriptome-wide association analysis, we linked tissue-specific expression variation of 45 genes to variation of 11 agronomic traits. Through integrative analyses of tissue-specific gene regulatory variation with genome-wide association studies, we detected relevant tissue types and candidate genes for a number of agronomic traits, including leaf during the day for anthesis-silking interval (GRMZM2G093210), leaf during the day for kernel Zeinoxanthin level (GRMZM2G143202), and root for ear height (GRMZM2G700665), highlighting the contribution from tissue-specific gene expression to variation of agronomic trait. Our findings provide novel insights into the genetic and biological mechanisms underlying complex traits in maize, and the multi-tissue regulatory atlas serves as a primary source for biological interpretation, functional validation, and genomic improvement of maize.

genetics↗