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Top-down Proteomics for the Characterization and Quantification of Calreticulin Arginylation 自上而下的蛋白质组学表征和定量钙调蛋白精氨化
bioRxiv Pub Date : 2024-08-08 DOI: 10.1101/2024.08.08.607245
Rick M. Searfoss, Xingyu Liu, Benjamin A. Garcia, Zongtao Lin
{"title":"Top-down Proteomics for the Characterization and Quantification of Calreticulin Arginylation","authors":"Rick M. Searfoss, Xingyu Liu, Benjamin A. Garcia, Zongtao Lin","doi":"10.1101/2024.08.08.607245","DOIUrl":"https://doi.org/10.1101/2024.08.08.607245","url":null,"abstract":"Arginylation installed by arginyltransferase 1 (ATE1) features an addition of arginine (Arg) to the reactive amino acids (e.g., Glu and Asp) at the protein N-terminus or side chain. Systemic removal of arginylation after ATE1 knockout (KO) in mouse models resulted in heart defects leading to embryonic lethality. The biological importance of arginylation has motivated the discovery of arginylation sites on proteins using bottom-up approaches. While bottom-up proteomics is powerful in localizing peptide arginylation, it lacks the ability to quantify proteoforms at the protein level. Here we developed a top-down proteomics workflow for characterizing and quantifying calreticulin (CALR) arginylation. To generate fully arginylated CALR (R-CALR), we have inserted an R residue after the signaling peptide (AA1-17). Upon overexpression in ATE1 KO cells, CALR and R-CALR were purified by affinity purification and analyzed by LCMS in positive mode. Both proteoforms showed charge states ranging from 27-68 with charge 58 as the most intense charge state. Their MS2 spectra from electron-activated dissociation (EAD) showed preferential fragmentation at the protein N-terminals which yielded sufficient c ions facilitating precise localization of the arginylation sites. The calcium-binding domain (CBD) gave minimum characteristic ions possibly due to the abundant presence of >100 D and E residues. Ultraviolet photodissociation (UVPD) compared with EAD and ETD significantly improved the sequence coverage of CBD. This method can identify and quantify CALR arginylation at absence, endogenous (low), and high levels. To our knowledge, our work is the first application of top-down proteomics in characterizing post-translational arginylation in vitro and in vivo.","PeriodicalId":505198,"journal":{"name":"bioRxiv","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-08-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141925887","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Asymmetric genome merging leads to gene expression novelty through nucleo-cytoplasmic disruptions and transcriptomic shock in Chlamydomonas triploids 不对称基因组合并通过衣藻三倍体中的核-细胞质破坏和转录组冲击导致基因表达新颖性
bioRxiv Pub Date : 2024-08-08 DOI: 10.1101/2024.08.06.604315
Lucas Prost-Boxoen, Quinten Bafort, Antoine Van de Vloet, Fabrício Almeida-Silva, Yunn Thet Paing, G. Casteleyn, S. D’hondt, O. De Clerck, Yves Van de Peer
{"title":"Asymmetric genome merging leads to gene expression novelty through nucleo-cytoplasmic disruptions and transcriptomic shock in Chlamydomonas triploids","authors":"Lucas Prost-Boxoen, Quinten Bafort, Antoine Van de Vloet, Fabrício Almeida-Silva, Yunn Thet Paing, G. Casteleyn, S. D’hondt, O. De Clerck, Yves Van de Peer","doi":"10.1101/2024.08.06.604315","DOIUrl":"https://doi.org/10.1101/2024.08.06.604315","url":null,"abstract":"Genome merging is a common phenomenon in many organisms, causing a wide range of consequences on phenotype, adaptation, and gene expression, among other effects, yet its broader implications are not well understood. Two consequences of genome merging on gene expression remain poorly understood: dosage effects and evolution of expression. In this study, we employed Chlamydomonas reinhardtii as a model to investigate the effects of asymmetric genome merging by crossing a diploid with a haploid strain to create a novel triploid line. Five independent clonal lineages derived from this triploid line were evolved for 425 asexual generations in a laboratory natural selection (LNS) experiment. Utilizing fitness assays, qPCR, and RNA-Seq, we assessed the immediate consequences of genome merging and subsequent evolution over time. Our findings reveal substantial alterations in gene expression, protein homeostasis (proteostasis) and cytonuclear stoichiometry. Notably, gene expression exhibited expression level dominance and transgressivity (i.e., expression level higher or lower than either parent). Ongoing expression level dominance and a pattern of “functional dominance” from the haploid parent was observed, alongside remarkable stability in expression patterns across generations. Despite major nucleo-cytoplasmic disruptions, enhanced fitness was detected in the triploid strain. By comparing gene expression across generations, our results indicate that proteostasis restoration is a critical component of rapid adaptation following genome merging in Chlamydomonas reinhardtii and possibly other systems.","PeriodicalId":505198,"journal":{"name":"bioRxiv","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-08-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141927222","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Deep lipidomic profiling reveals sex dimorphism of lipid metabolism in fibro-calcific aortic valve disease 深层脂质组学分析揭示了纤维钙化性主动脉瓣病中脂质代谢的性别双态性
bioRxiv Pub Date : 2024-08-08 DOI: 10.1101/2024.08.07.606946
Patricia Prabutzki, Michele Wölk, J. Böttner, Z. Ni, S. Werner, Holger Thiele, Jürgen Schiller, Petra Büttner, Florian Schlotter, Maria Fedorova
{"title":"Deep lipidomic profiling reveals sex dimorphism of lipid metabolism in fibro-calcific aortic valve disease","authors":"Patricia Prabutzki, Michele Wölk, J. Böttner, Z. Ni, S. Werner, Holger Thiele, Jürgen Schiller, Petra Büttner, Florian Schlotter, Maria Fedorova","doi":"10.1101/2024.08.07.606946","DOIUrl":"https://doi.org/10.1101/2024.08.07.606946","url":null,"abstract":"Fibro-calcific aortic valve disease (FCAVD) is the most common valvular heart disease manifesting in pathological fibro-calcific remodeling of the aortic valve (AV) leaflets, ultimately leading to aortic stenosis. Although lipid dysmetabolism is a driver of FCAVD pathogenesis, the molecular details of the AV lipidome remodeling upon fibrosis and calcification remain largely unknown. Here, we employed advanced lipidomics technologies for deep quantitative profiling of metabolic trajectories in human tricuspid and bicuspid AVs at different pathological stages. Specific extrinsic and intrinsic lipid trends, accompanying the development of fibrosis and calcification, were identified. Importantly, significant differences in lipid signatures between male and female individuals were demonstrated and were attributable to altered sphingolipid metabolism. Taken together, deep lipidomics profiling allowed to identify major molecular events and revealed a high extent of sex-dimorphism in lipidomics signatures of human FCAVD.","PeriodicalId":505198,"journal":{"name":"bioRxiv","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-08-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141928766","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Paraptosome: A Novel Pathological Feature in Paraptotic Cell Death Paraptosome:副跃迁细胞死亡的新病理特征
bioRxiv Pub Date : 2024-08-08 DOI: 10.1101/2024.08.07.606501
Xiang Cui, Hongda Zheng, Haoming Li, Fang Zhang, Liao Yang, Jiayu Ni, Dengfeng Wang, Huali Zhang, Pan Tang, Ru Li, Qi Zhang, Min Cui
{"title":"Paraptosome: A Novel Pathological Feature in Paraptotic Cell Death","authors":"Xiang Cui, Hongda Zheng, Haoming Li, Fang Zhang, Liao Yang, Jiayu Ni, Dengfeng Wang, Huali Zhang, Pan Tang, Ru Li, Qi Zhang, Min Cui","doi":"10.1101/2024.08.07.606501","DOIUrl":"https://doi.org/10.1101/2024.08.07.606501","url":null,"abstract":"Paraptosis is a novel form of programmed cell death characterized by distinct morphological features such as swelling of the endoplasmic reticulum and mitochondria, and cytoplasmic vacuolation. Unlike apoptosis, paraptosis does not involve the activation of caspases or DNA fragmentation. These unique features make paraptosis an intriguing target for cancer therapy, particularly against apoptosis-resistant cells. Here, we report a novel morphological feature of paraptosis: the formation of high-density spherical structure, which we tentatively term “paraptosome.” We found that these putative paraptosomes originate from the Golgi apparatus, appearing as high-density formations under light microscopy and colocalizing with the trans-Golgi marker β4GALT1-RFP. Time-lapse confocal microscopy and immunostaining demonstrated that putative paraptosomes form due to Golgi stress or disintegration, leading to severe disruption of Golgi function. Furthermore, we show that paraptosis inducers such as glabridin, morusin, and honokiol can cause significant alterations in the endoplasmic reticulum, mitochondria, autophagosomes, and lysosomes in U251MG glioblastoma cells; however, the formation of putative paraptosomes is not induced by isolated stress inducers. Collectively, these findings suggest that the putative paraptosome may be a novel characteristic structure of paraptosis. The discovery of paraptosomes provides a unique marker for defining paraptotic cell death and offers new insights into the characteristic pathological phenomena associated with multiple organelle dysfunction. This finding broadens the scope of cell biology research by introducing a new structural paradigm linked to paraptosis and may have implications for developing targeted therapies against apoptosis-resistant cancers.","PeriodicalId":505198,"journal":{"name":"bioRxiv","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-08-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141929284","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A variant centric analysis of allele sharing in dogs and wolves 以变异为中心的狗和狼等位基因共享分析
bioRxiv Pub Date : 2024-08-08 DOI: 10.1101/2024.08.08.607131
Matthew W. Funk, J. Kidd
{"title":"A variant centric analysis of allele sharing in dogs and wolves","authors":"Matthew W. Funk, J. Kidd","doi":"10.1101/2024.08.08.607131","DOIUrl":"https://doi.org/10.1101/2024.08.08.607131","url":null,"abstract":"Canines are an important model system for genetics and evolution. Recent advances in sequencing technologies have enabled the creation of large databases of genetic variation in canines, but analysis of allele sharing among canine groups has been limited. We applied GeoVar, an approach originally developed to study the sharing of single nucleotide polymorphisms across human populations, to assess the sharing of genetic variation among groups of wolves, village dogs, and breed dogs. Our analysis shows that wolves differ from each other at an average of approximately 2.3 million sites while dogs from the same breed differ at nearly 1 million sites. We find that 22% of variants are common across wolves, village dogs, and breed dogs, that ∼16% of variable sites are common across breed dogs, and that nearly half of the differences between two dogs of different breeds are due to sites that are common in all clades. These analyses represent a succinct summary of allele sharing across canines and illustrate the effects of canine history on the apportionment of genetic variation.","PeriodicalId":505198,"journal":{"name":"bioRxiv","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-08-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141926662","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Learning sequence-based regulatory dynamics in single-cell genomics 学习单细胞基因组学中基于序列的调控动态
bioRxiv Pub Date : 2024-08-08 DOI: 10.1101/2024.08.07.605876
Ignacio L Ibarra, Johanna Schneeberger, Ege Erdogan, Lennart Redl, Laura Martens, Dominik Klein, H. Aliee, Fabian J. Theis
{"title":"Learning sequence-based regulatory dynamics in single-cell genomics","authors":"Ignacio L Ibarra, Johanna Schneeberger, Ege Erdogan, Lennart Redl, Laura Martens, Dominik Klein, H. Aliee, Fabian J. Theis","doi":"10.1101/2024.08.07.605876","DOIUrl":"https://doi.org/10.1101/2024.08.07.605876","url":null,"abstract":"Epigenomics assays, such as chromatin accessibility, can identify DNA-sequence-specific regulatory factors. Models that predict read counts from sequence features can explain cell-based readouts using specific DNA patterns (genomic motifs) but do not encode the changes in genomic regulation over time, which is crucial for understanding biological events during cell transitions. To bridge this gap, we present muBind, a deep learning model that accurately predicts genomic counts of single-cell datasets based on DNA sequence features, their cell-based activities, and cell relationships (graphs) in a single architecture, enhancing the interpretability of cell transitions due to the possibility of inspecting motif activities weighted by nearest neighbors. MuBind shows competitive performance in bulk and single-cell genomics. When complemented with graphs learned from RNA-based dynamical models used as injected priors in our model, muBind enhances through motif-graph interactions the identification of transcriptional regulators explaining cell transition events, including Sox9 in pancreatic endocrinogenesis scATAC-seq, and Gli3/Prdm16 in mouse neurogenesis and human organoids scRNA-seq, both supported by independent evidence, including associations between chromatin and motif activities over pseudotime, TF-gene expression patterns, and biological knowledge of these regulators. muBind advances our understanding of cell transitions by revealing regulatory motifs and their interactions, providing valuable insights for genomic research and gene regulatory network dynamics. It is available at https://github.com/theislab/mubind.","PeriodicalId":505198,"journal":{"name":"bioRxiv","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-08-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141929082","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Integrative spatiotemporal modeling of biomolecular processes: application to the assembly of the Nuclear Pore Complex 生物分子过程的综合时空建模:应用于核孔复合体的组装
bioRxiv Pub Date : 2024-08-08 DOI: 10.1101/2024.08.06.606842
Andrew P. Latham, Jeremy O. B. Tempkin, S. Otsuka, Wanlu Zhang, J. Ellenberg, Andrej Šali
{"title":"Integrative spatiotemporal modeling of biomolecular processes: application to the assembly of the Nuclear Pore Complex","authors":"Andrew P. Latham, Jeremy O. B. Tempkin, S. Otsuka, Wanlu Zhang, J. Ellenberg, Andrej Šali","doi":"10.1101/2024.08.06.606842","DOIUrl":"https://doi.org/10.1101/2024.08.06.606842","url":null,"abstract":"Dynamic processes involving biomolecules are essential for the function of the cell. Here, we introduce an integrative method for computing models of these processes based on multiple heterogeneous sources of information, including time-resolved experimental data and physical models of dynamic processes. We first compute integrative structure models at fixed time points and then optimally select and connect these snapshots into a series of trajectories that optimize the likelihood of both the snapshots and transitions between them. The method is demonstrated by application to the assembly process of the human Nuclear Pore Complex in the context of the reforming nuclear envelope during mitotic cell division, based on live-cell correlated electron tomography, bulk fluorescence correlation spectroscopy-calibrated quantitative live imaging, and a structural model of the fully-assembled Nuclear Pore Complex. Modeling of the assembly process improves the model precision over static integrative structure modeling alone. The method is applicable to a wide range of time-dependent systems in cell biology, and is available to the broader scientific community through an implementation in the open source Integrative Modeling Platform software.","PeriodicalId":505198,"journal":{"name":"bioRxiv","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-08-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141927193","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Molecular Glue-Design-Evaluator (MOLDE): An Advanced Method for In-Silico Molecular Glue Design 分子胶水设计评估器 (MOLDE):一种先进的微观分子胶设计方法
bioRxiv Pub Date : 2024-08-08 DOI: 10.1101/2024.08.06.606937
A. S. Ben Geoffrey, Deepak Agrawal, Nagaraj M Kulkarni, G. Manonmani
{"title":"Molecular Glue-Design-Evaluator (MOLDE): An Advanced Method for In-Silico Molecular Glue Design","authors":"A. S. Ben Geoffrey, Deepak Agrawal, Nagaraj M Kulkarni, G. Manonmani","doi":"10.1101/2024.08.06.606937","DOIUrl":"https://doi.org/10.1101/2024.08.06.606937","url":null,"abstract":"Protein function modulation using small molecule binding is an important therapeutic strategy for many diseases. However, many proteins remain undruggable due to lack of suitable binding pockets for small molecule binding. Proximity induced protein degradation using molecular glues has recently been identified as an important strategy to target undruggable proteins. Molecular glues were discovered serendipitously and as such currently lack an established approach for in-silico driven rationale design. In this work, we aim to establish an in-silico method for designing molecular glues. To achieve this, we leverage known molecular glue-mediated ternary complexes and derive a rationale for in-silico design of molecular glues. Establishing an in-silico rationale for molecular glue design would significantly contribute to the literature and accelerate the discovery of molecular glues for targeting previously undruggable proteins. Our work presented here and named as Molecular Glue-Designer-Evaluator (MOLDE) contributes to the growing literature of in-silico approaches to drug design in-silico literature.","PeriodicalId":505198,"journal":{"name":"bioRxiv","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-08-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141929395","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Loss of PRICKLE1 leads to abnormal endometrial epithelial architecture, decreased embryo implantation, and reduced fertility in mice 缺失 PRICKLE1 会导致小鼠子宫内膜上皮结构异常、胚胎着床减少和生育能力下降
bioRxiv Pub Date : 2024-08-08 DOI: 10.1101/2024.08.06.605120
Emily Roberts, Aishwarya V Bhurke, Sornakala Ganeshkumar, S. Gunewardena, R. Arora, Vargheese M Chennthukuzhi
{"title":"Loss of PRICKLE1 leads to abnormal endometrial epithelial architecture, decreased embryo implantation, and reduced fertility in mice","authors":"Emily Roberts, Aishwarya V Bhurke, Sornakala Ganeshkumar, S. Gunewardena, R. Arora, Vargheese M Chennthukuzhi","doi":"10.1101/2024.08.06.605120","DOIUrl":"https://doi.org/10.1101/2024.08.06.605120","url":null,"abstract":"Successful embryo implantation requires coordinated changes in the uterine luminal epithelium, including structural adaptations, apical-basal polarity shifts, intrauterine fluid resorption, and cellular communication. Planar cell polarity (PCP) proteins, essential for cell organization, are understudied in the context of uterine physiology and implantation. PRICKLE proteins, components of PCP, are suggested to play critical roles in epithelial polarization and tissue morphogenesis. However, their function in the polarized unicellular layer of endometrial epithelium, which supports embryo implantation, is unknown. We developed an endometrial epithelial-specific knockout (cKO) of mouse Prickle1 using Lactoferrin-iCre to investigate its’s role in uterine physiology. Prickle1 ablation in the endometrial epithelium of mice resulted in decreased embryo implantation by gestational day 4.5 leading to lower fertility. Three-dimensional imaging of the uterus revealed abnormal luminal folding, impaired luminal closure, and altered glandular length in mutant uteri. Additionally, we observed decreased aquaporin-2 expression, disrupted cellular architecture, and altered E-Cadherin expression and localization in the mutant uterine epithelium. Evidence of epithelial-mesenchymal transition (EMT) was found within luminal epithelial cells, further linking PRICKLE1 loss to uterine pathologies. Furthermore, altered polarity of cell division leading to incomplete cytokinesis and increase in binuclear or multinucleated cells suggests a crucial role for PRICKLE1 in the maintenance of epithelial architecture. Our findings highlight PRICKLE1’s critical role in the PCP pathway within the uterus, revealing its importance in the molecular and cellular responses essential for successful pregnancy and fertility. Graphical Abstract Conditional ablation of Prickle1, a crucial Wnt/ PCP gene, in mouse uterine epithelium results in altered plane of cell division and incomplete cytokinesis leading to binucleated/multinucleated cells, epithelial – mesenchymal transition, altered gland length, and defective implantation. Some images adapted from BioRender.com (2024). Significance Statement Conservative cell division is essential to maintain apical-basal polarity and proper epithelial function in the uterus. Wnt/ Planar cell polarity signaling molecules are hypothesized to provide the spatial cues to organize unicellular, 2-dimensional sheet of epithelium in a plane orthogonal to the apical-basal polarity. Conditional ablation of Prickle1, a crucial Wnt/ PCP gene, in mouse uterine epithelium results in aberrant expression of epithelial cadherin, altered plane of cell division, incomplete cytokinesis leading to binucleated/ multinucleated cells, epithelial – mesenchymal transition, and defective implantation. Role of Prickle1 in maintaining symmetric uterine epithelial cell division and tissue architecture is unique among Wnt/PCP genes, including previously described mouse models for Va","PeriodicalId":505198,"journal":{"name":"bioRxiv","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-08-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141926592","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Generating Synthetic Task-based Brain Fingerprints for Population Neuroscience Using Deep Learning 利用深度学习为群体神经科学生成基于任务的合成大脑指纹
bioRxiv Pub Date : 2024-08-08 DOI: 10.1101/2024.08.03.606469
Emin Serin, Kerstin Ritter, Gunter Schumann, Tobias Banaschewski, A. Marquand, H. Walter
{"title":"Generating Synthetic Task-based Brain Fingerprints for Population Neuroscience Using Deep Learning","authors":"Emin Serin, Kerstin Ritter, Gunter Schumann, Tobias Banaschewski, A. Marquand, H. Walter","doi":"10.1101/2024.08.03.606469","DOIUrl":"https://doi.org/10.1101/2024.08.03.606469","url":null,"abstract":"Task-based functional magnetic resonance imaging (tb-fMRI) provides valuable insights into individual differences in the neural basis of cognitive functions because it links specific cognitive tasks to their evoked neural responses. Yet, it is challenging to scale to population-level data due to its cognitive demands, variations in task design across studies, and a limited number of tasks acquired in typical large-scale studies. Here, we present DeepTaskGen, a convolutional neural network (CNN) approach that enables us to generate synthetic task-based contrast maps from resting-state fMRI (rs-fMRI) data. Our method outperforms several benchmarks, exhibiting superior reconstruction performance while retaining inter-individual variation essential for biomarker development. We showcase DeepTaskGen by generating synthetic task images from the UK Biobank cohort, achieving competitive or greater performance compared to actual task contrast maps and resting-state connectomes for predicting a wide range of demographic, cognitive, and clinical variables. This approach will facilitate the study of individual differences and the generation of task-related biomarkers by enabling the generation of arbitrary functional cognitive tasks from readily available rs-fMRI data.","PeriodicalId":505198,"journal":{"name":"bioRxiv","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-08-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141927374","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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