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Embedding-based Multimodal Learning on Pan-Squamous Cell Carcinomas for Improved Survival Outcomes 基于嵌入式多模态学习的泛鳞状细胞癌改善生存结果
arXiv - QuanBio - Cell Behavior Pub Date : 2024-06-11 DOI: arxiv-2406.08521
Asim Waqas, Aakash Tripathi, Paul Stewart, Mia Naeini, Ghulam Rasool
{"title":"Embedding-based Multimodal Learning on Pan-Squamous Cell Carcinomas for Improved Survival Outcomes","authors":"Asim Waqas, Aakash Tripathi, Paul Stewart, Mia Naeini, Ghulam Rasool","doi":"arxiv-2406.08521","DOIUrl":"https://doi.org/arxiv-2406.08521","url":null,"abstract":"Cancer clinics capture disease data at various scales, from genetic to organ\u0000level. Current bioinformatic methods struggle to handle the heterogeneous\u0000nature of this data, especially with missing modalities. We propose PARADIGM, a\u0000Graph Neural Network (GNN) framework that learns from multimodal, heterogeneous\u0000datasets to improve clinical outcome prediction. PARADIGM generates embeddings\u0000from multi-resolution data using foundation models, aggregates them into\u0000patient-level representations, fuses them into a unified graph, and enhances\u0000performance for tasks like survival analysis. We train GNNs on pan-Squamous\u0000Cell Carcinomas and validate our approach on Moffitt Cancer Center lung SCC\u0000data. Multimodal GNN outperforms other models in patient survival prediction.\u0000Converging individual data modalities across varying scales provides a more\u0000insightful disease view. Our solution aims to understand the patient's\u0000circumstances comprehensively, offering insights on heterogeneous data\u0000integration and the benefits of converging maximum data views.","PeriodicalId":501321,"journal":{"name":"arXiv - QuanBio - Cell Behavior","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-06-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141529058","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
How cells stay together; a mechanism for maintenance of a robust cluster explored by local and nonlocal continuum models 细胞如何保持在一起;局部和非局部连续模型探索的稳健集群维持机制
arXiv - QuanBio - Cell Behavior Pub Date : 2024-06-05 DOI: arxiv-2406.02846
Andreas Buttenschön, Shona Sinclair, Leah Edelstein-Keshet
{"title":"How cells stay together; a mechanism for maintenance of a robust cluster explored by local and nonlocal continuum models","authors":"Andreas Buttenschön, Shona Sinclair, Leah Edelstein-Keshet","doi":"arxiv-2406.02846","DOIUrl":"https://doi.org/arxiv-2406.02846","url":null,"abstract":"Formation of organs and specialized tissues in embryonic development requires\u0000migration of cells to specific targets. In some instances, such cells migrate\u0000as a robust cluster. We here explore a recent local approximation of nonlocal\u0000continuum models by Falc'o, Baker, and Carrillo (2023). We apply their\u0000theoretical results by specifying biologically-based cell-cell interactions,\u0000showing how such cell communication results in an effective\u0000attraction-repulsion Morse potential. We then explore the clustering\u0000instability, the existence and size of the cluster, and its stability. We also\u0000extend their work by investigating the accuracy of the local approximation\u0000relative to the full nonlocal model.","PeriodicalId":501321,"journal":{"name":"arXiv - QuanBio - Cell Behavior","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-06-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141548214","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
Lichen-Mediated Self-Growing Construc8on Materials for Habitat Outfitting on Mars 用于火星人居装备的地衣自生长建筑材料
arXiv - QuanBio - Cell Behavior Pub Date : 2024-06-04 DOI: arxiv-2406.02522
Nisha Rokaya, Erin C. Carr, Richard A. Wilson, Congrui Jin
{"title":"Lichen-Mediated Self-Growing Construc8on Materials for Habitat Outfitting on Mars","authors":"Nisha Rokaya, Erin C. Carr, Richard A. Wilson, Congrui Jin","doi":"arxiv-2406.02522","DOIUrl":"https://doi.org/arxiv-2406.02522","url":null,"abstract":"As its next step in space exploration, the National Aeronautics and Space\u0000Administration (NASA) revealed plans to establish a permanent human presence on\u0000Mars. To build the centrally located, monolithic habitat, NASA has a history of\u0000experimenting with lightweight inflatable habitats to reduce mass and volume.\u0000However, the physical structures used to outfit the inflatable must generally\u0000be launched by a second spacecraft. This study proposes that, rather than\u0000shipping prefabricated outfitting elements to Mars, habitat outfitting can be\u0000realized by in-situ construction using cyanobacteria and fungi as building\u0000agents. A synthetic lichen system, composed of diazotrophic cyanobacteria and\u0000filamentous fungi, can be created to produce abundant biominerals (CaCO3) and\u0000biopolymers, which will glue Martian regolith into consolidated building\u0000blocks. These self-growing building blocks can be assembled into various\u0000structures, such as floors, walls, partitions, and furniture.","PeriodicalId":501321,"journal":{"name":"arXiv - QuanBio - Cell Behavior","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-06-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141256962","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
The development of drug resistance in metastatic tumours under chemotherapy: an evolutionary perspective 化疗下转移性肿瘤耐药性的产生:进化的视角
arXiv - QuanBio - Cell Behavior Pub Date : 2024-05-30 DOI: arxiv-2405.20203
Federica Padovano, Luis Almeida, Chiara Villa
{"title":"The development of drug resistance in metastatic tumours under chemotherapy: an evolutionary perspective","authors":"Federica Padovano, Luis Almeida, Chiara Villa","doi":"arxiv-2405.20203","DOIUrl":"https://doi.org/arxiv-2405.20203","url":null,"abstract":"We present a mathematical model of the evolutionary dynamics of a metastatic\u0000tumour under chemotherapy, comprising non-local partial differential equations\u0000for the phenotype-structured cell populations in the primary tumour and its\u0000metastasis. These equations are coupled with a physiologically-based\u0000pharmacokinetic model of drug delivery, implementing a realistic delivery\u0000schedule. The model is carefully calibrated from the literature, focusing on\u0000BRAF-mutated melanoma treated with Dabrafenib as a case study. By means of\u0000long-time asymptotic analysis, global sensitivity analysis and numerical\u0000simulations, we explore the impact of cell migration from the primary to the\u0000metastatic site, physiological aspects of the tumour sites and drug dose on the\u0000development of drug resistance and treatment efficacy. Our findings provide a\u0000possible explanation for empirical evidence indicating that chemotherapy may\u0000foster metastatic spread and that metastatic sites may be less impacted by\u0000chemotherapy.","PeriodicalId":501321,"journal":{"name":"arXiv - QuanBio - Cell Behavior","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-05-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141196381","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
Immune cells interactions in the tumor microenvironment 肿瘤微环境中免疫细胞的相互作用
arXiv - QuanBio - Cell Behavior Pub Date : 2024-05-28 DOI: arxiv-2405.18452
Mobina Tousian, Christian Solis Calero, Julio Cesar Perez Sansalvador
{"title":"Immune cells interactions in the tumor microenvironment","authors":"Mobina Tousian, Christian Solis Calero, Julio Cesar Perez Sansalvador","doi":"arxiv-2405.18452","DOIUrl":"https://doi.org/arxiv-2405.18452","url":null,"abstract":"The tumor microenvironment (TME) plays a critical role in cancer cell\u0000proliferation, invasion, and resistance to therapy. A principal component of\u0000the TME is the tumor immune microenvironment (TIME), which includes various\u0000immune cells such as macrophages. Depending on the signals received from\u0000environmental elements like IL-4 or IFN-$gamma$, macrophages can exhibit\u0000pro-inflammatory (M1) or anti-inflammatory (M2) phenotypes. This study uses an\u0000enhanced agent-based model to simulate interactions within the TIME, focusing\u0000on the dynamic behavior of macrophages. We examine the response of cancer cell\u0000populations to alterations in macrophages, categorized into three different\u0000behaviors: M0 (initial-inactive), M1 (immune-upholding), and M2\u0000(immune-repressing), as well as environmental differentiations. The results\u0000highlight the significant impact of macrophage modulation on tumor\u0000proliferation and suggest potential therapeutic strategies targeting these\u0000immune cells.","PeriodicalId":501321,"journal":{"name":"arXiv - QuanBio - Cell Behavior","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-05-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141196506","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
Active gel model for one-dimensional cell migration coupling actin flow and adhesion dynamics 连接肌动蛋白流动和粘附动力学的一维细胞迁移活性凝胶模型
arXiv - QuanBio - Cell Behavior Pub Date : 2024-05-27 DOI: arxiv-2405.16870
Valentin WössnerHeidelberg University, Oliver M. DrozdowskiHeidelberg University, Falko ZiebertHeidelberg University, Ulrich S. SchwarzHeidelberg University
{"title":"Active gel model for one-dimensional cell migration coupling actin flow and adhesion dynamics","authors":"Valentin WössnerHeidelberg University, Oliver M. DrozdowskiHeidelberg University, Falko ZiebertHeidelberg University, Ulrich S. SchwarzHeidelberg University","doi":"arxiv-2405.16870","DOIUrl":"https://doi.org/arxiv-2405.16870","url":null,"abstract":"Migration of animal cells is based on the interplay between actin\u0000polymerization at the front, adhesion along the cell-substrate interface, and\u0000actomyosin contractility at the back. Active gel theory has been used before to\u0000demonstrate that actomyosin contractility is sufficient for polarization and\u0000self-sustained cell migration in the absence of external cues, but did not\u0000consider the dynamics of adhesion. Likewise, migration models based on the\u0000mechanosensitive dynamics of adhesion receptors usually do not include the\u0000global dynamics of intracellular flow. Here we show that both aspects can be\u0000combined in a minimal active gel model for one-dimensional cell migration with\u0000dynamic adhesion. This model demonstrates that load sharing between the\u0000adhesion receptors leads to symmetry breaking, with stronger adhesion at the\u0000front, and that bistability of migration arises for intermediate adhesiveness.\u0000Local variations in adhesiveness are sufficient to switch between sessile and\u0000motile states, in qualitative agreement with experiments.","PeriodicalId":501321,"journal":{"name":"arXiv - QuanBio - Cell Behavior","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-05-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141170504","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
Cell migration: Beyond Brownian motion 细胞迁移:超越布朗运动
arXiv - QuanBio - Cell Behavior Pub Date : 2024-05-27 DOI: arxiv-2405.17578
Rainer Klages
{"title":"Cell migration: Beyond Brownian motion","authors":"Rainer Klages","doi":"arxiv-2405.17578","DOIUrl":"https://doi.org/arxiv-2405.17578","url":null,"abstract":"This brief `New & Notable' (perspectives-type) article contains a mini-review\u0000on stochastic modelling of cell migration before elaborating on the article by\u0000Klimek et al., arXiv:2311.16753 [Biophys. J. 123, 1173-1183 (2024)].","PeriodicalId":501321,"journal":{"name":"arXiv - QuanBio - Cell Behavior","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-05-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141173248","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
Emergent behaviour and phase transitions in spatially distributed multi-cellular metabolic networks 空间分布式多细胞代谢网络中的新兴行为和相变
arXiv - QuanBio - Cell Behavior Pub Date : 2024-05-22 DOI: arxiv-2405.13424
K. Narayanankutty, J. A. Pereiro-Morejon, A. Ferrero, V. Onesto, S. Forciniti, L. L. del Mercato, R. Mulet, A. De Martino, D. S. Tourigny, D. De Martino
{"title":"Emergent behaviour and phase transitions in spatially distributed multi-cellular metabolic networks","authors":"K. Narayanankutty, J. A. Pereiro-Morejon, A. Ferrero, V. Onesto, S. Forciniti, L. L. del Mercato, R. Mulet, A. De Martino, D. S. Tourigny, D. De Martino","doi":"arxiv-2405.13424","DOIUrl":"https://doi.org/arxiv-2405.13424","url":null,"abstract":"Overflow metabolism is a ubiquitous phenomenon whereby cells in aerobic\u0000conditions excrete byproducts of glycolysis, such as lactate or acetate, into\u0000the medium in a seemingly wasteful and polluting fashion. Whilst overflow may\u0000confer microbes a fitness advantage by allowing them to overcome a finite\u0000oxidative capacity, its occurrence in higher organisms is harder to assess.\u0000Important insight was however obtained in recent experiments conducted at\u0000single-cell resolution, which revealed that accumulation of overflow products\u0000in tumor cell cultures known as the Warburg effect arises from imbalances in\u0000the dynamic and heterogeneous inter-cellular exchange network through which\u0000cells collectively regulate the microenvironment. Here we provide a\u0000quantitative characterization of this scenario by integrating metabolic network\u0000modeling with diffusion constraints, statistical physics theory and single-cell\u0000experimental flux data. On the theoretical side, we clarify how\u0000diffusion-limited exchanges shape the space of viable metabolic states of a\u0000multi-cellular system. Specifically, a phase transition from a balanced network\u0000of exchanges to an unbalanced overflow regime occurs as the mean cellular\u0000glucose and oxygen uptakes vary while single-cell metabolic phenotypes are\u0000highly heterogeneous around this transition. We then show that time-resolved\u0000data from human tumor-stroma cell co-cultures consistently map to this\u0000crossover region, supporting the idea that environmental deterioration reflects\u0000a failure of coordination among recurrently interacting cells. In summary, our\u0000findings suggest that, rather than deriving from multiple independent\u0000cell-autonomous processes, environmental control is an emergent feature of\u0000multi-cellular systems.","PeriodicalId":501321,"journal":{"name":"arXiv - QuanBio - Cell Behavior","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-05-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141145951","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
Run-and-tumble particle with saturating rates 具有饱和速率的运行和翻滚粒子
arXiv - QuanBio - Cell Behavior Pub Date : 2024-05-22 DOI: arxiv-2405.13521
Kavita Jain, Sakuntala Chatterjee
{"title":"Run-and-tumble particle with saturating rates","authors":"Kavita Jain, Sakuntala Chatterjee","doi":"arxiv-2405.13521","DOIUrl":"https://doi.org/arxiv-2405.13521","url":null,"abstract":"We consider a run-and-tumble particle whose speed and tumbling rate are\u0000space-dependent on an infinite line. Unlike most of the previous work on such\u0000models, here we make the physical assumption that at large distances, these\u0000rates saturate to a constant. For our choice of rate functions, we show that a\u0000stationary state exists, and the exact steady state distribution decays\u0000exponentially or faster and can be unimodal or bimodal. The effect of\u0000boundedness of rates is seen in the mean-squared displacement of the particle\u0000that displays qualitative features different from those observed in the\u0000previous studies where it approaches the stationary state value monotonically\u0000in time; in contrast, here we find that if the initial position of the particle\u0000is sufficiently far from the origin, the variance in its position either varies\u0000nonmonotonically or plateaus before reaching the stationary state. These\u0000results are captured quantitatively by the exact solution of the Green's\u0000function when the particle has uniform speed but the tumbling rates change as a\u0000step-function in space; the insights provided by this limiting case are found\u0000to be consistent with the numerical results for the general model.","PeriodicalId":501321,"journal":{"name":"arXiv - QuanBio - Cell Behavior","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-05-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141146026","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
Cellular dynamics of host-parasitoid interactions: Insights from the encapsulation process in a partially resistant host 寄主与寄生虫相互作用的细胞动力学:从部分抗性寄主的封装过程中获得的启示
arXiv - QuanBio - Cell Behavior Pub Date : 2024-05-13 DOI: arxiv-2405.07771
Samuel GornardEGCE, Florence Mougel, Isabelle Germon, Véronique Borday-Birraux, Pascaline Venon, Salimata Drabo, Laure Marie-Paule Kaiser-Arnauld
{"title":"Cellular dynamics of host-parasitoid interactions: Insights from the encapsulation process in a partially resistant host","authors":"Samuel GornardEGCE, Florence Mougel, Isabelle Germon, Véronique Borday-Birraux, Pascaline Venon, Salimata Drabo, Laure Marie-Paule Kaiser-Arnauld","doi":"arxiv-2405.07771","DOIUrl":"https://doi.org/arxiv-2405.07771","url":null,"abstract":"Cotesia typhae is an eastern African endoparasitoid braconid wasp that\u0000targets the larval stage of the lepidopteran stem borer, Sesamia nonagrioides,\u0000a maize crop pest in Europe. The French host population is partially resistant\u0000to the Makindu strain of the wasp, allowing its development in only 40% of the\u0000cases. Resistant larvae can encapsulate the parasitoid and survive the\u0000infection. This interaction provides a very interesting frame for investigating\u0000the impact of parasitism on host cellular resistance. We characterized the\u0000parasitoid ovolarval development in a permissive host and studied the\u0000encapsulation process in a resistant host by dissection and histological\u0000sectioning compared to that of inert chromatography beads. We measured the\u0000total hemocyte count in parasitized and bead-injected larvae over time to\u0000monitor the magnitude of the immune reaction. Our results show that parasitism\u0000of resistant hosts delayed encapsulation but did not affect immune abilities\u0000towards inert beads. Moreover, while bead injection increased total hemocyte\u0000count, it remained constant in resistant and permissive larvae. We conclude\u0000that while Cotesia spp virulence factors are known to impair the host immune\u0000system, our results suggest that passive evasion could also occur.","PeriodicalId":501321,"journal":{"name":"arXiv - QuanBio - Cell Behavior","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-05-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140928708","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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