Matches in SemOpenAlex for { <https://semopenalex.org/work/W4211189119> ?p ?o ?g. }
- W4211189119 abstract "Abstract Hematopoietic stem cell (HSC) aging is a multifactorial event that leads to changes in HSC properties and function. These changes are intrinsically coordinated and affect the early hematopoiesis, involving hematopoietic stem and progenitor cells (HSPCs). The objective of this work is to better understand the mechanisms and factors controlling these changes. We have therefore developed an original strategy to construct a Boolean network of genes explaining the priming and homeostasis of HSCs (graphical abstract) . Based on our previous scRNA-seq data, we performed an exhaustive analysis of the transcriptional network and identified active transcription modules or regulons along the differentiation trajectory of selected HSPC states. This global view of transcriptional regulation led us to focus on 15 components, 13 selected TFs (Tal1, Fli1, Gata2, Gata1, Zfpm1, Egr1, Junb, Ikzf1, Myc, Cebpa, Bclaf1, Klf1, Spi1) and 2 complexes regulating the ability of HSC to cycle (CDK4/6 - Cyclin D and CIP/KIP). We then defined the connections controlling the differentiation dynamics of HSC states and constructed an influence graph between the TFs involved in the dynamics by mixing observations from our scRNA-seq data and knowledge from the literature. Then, using answer set programming (ASP) and in silico perturbation analysis, we obtained a Boolean model which is the solution of a Boolean satisfiability problem. Finally, perturbation of the model based on age-related changes revealed important regulations, such as the overactivation of Egr1 and Junb or the loss of Cebpa activation by Gata2, which were found to be relevant for the myeloid bias of aged HSC. Our work shows the efficiency of the combination of manual and systematic methods to elaborate a Boolean model. The developed strategy led to the proposal of new regulatory mechanisms underlying the differentiation bias of aged HSCs, explaining the decreased transcriptional priming of HSCs to all mature cell types except megakaryocytes. Graphical abstract From single cell RNA-seq (scRNA-seq) data and current knowledge in early hematopoiesis (literature and biological database investigation), 3 inputs were obtained to define the network synthesis as a Boolean Satisfiability Problem depending on observations of states in the differentiation process: Influence graph between selected components. Discretized component activity levels in the considered states (blue: 0/inactive, white: */unknown or free, red: 1/active). Dynamic relations (stable states, (non) reachability) between the considered states. Then, these inputs were encoded as constraints in Answer Set Programing (ASP) thanks to the Bonesis tool. After the solving, a Boolean model of early hematopoiesis is obtained. This model is altered according to the characteristics of aging observed in our scRNA-seq data, in order to identify the main molecular actors and mechanisms of aging. Graphical abstract: Overview of the scRNA-seq assisted gene Boolean network synthesis strategy." @default.
- W4211189119 created "2022-02-13" @default.
- W4211189119 creator A5017993134 @default.
- W4211189119 creator A5024575058 @default.
- W4211189119 creator A5079758667 @default.
- W4211189119 creator A5080878366 @default.
- W4211189119 date "2022-02-10" @default.
- W4211189119 modified "2023-10-03" @default.
- W4211189119 title "A novel Boolean network inference strategy to model early hematopoiesis aging" @default.
- W4211189119 cites W1964610000 @default.
- W4211189119 cites W1965115435 @default.
- W4211189119 cites W1966952910 @default.
- W4211189119 cites W1971224531 @default.
- W4211189119 cites W1987895181 @default.
- W4211189119 cites W1994892791 @default.
- W4211189119 cites W2000672459 @default.
- W4211189119 cites W2005505439 @default.
- W4211189119 cites W2013216643 @default.
- W4211189119 cites W2022945065 @default.
- W4211189119 cites W2027629788 @default.
- W4211189119 cites W2039053938 @default.
- W4211189119 cites W2046538693 @default.
- W4211189119 cites W2070154483 @default.
- W4211189119 cites W2077809465 @default.
- W4211189119 cites W2103911902 @default.
- W4211189119 cites W2106462080 @default.
- W4211189119 cites W2112445500 @default.
- W4211189119 cites W2114514472 @default.
- W4211189119 cites W2121709505 @default.
- W4211189119 cites W2125362831 @default.
- W4211189119 cites W2134237864 @default.
- W4211189119 cites W2136453810 @default.
- W4211189119 cites W2156836283 @default.
- W4211189119 cites W2157947216 @default.
- W4211189119 cites W2159082795 @default.
- W4211189119 cites W2159675211 @default.
- W4211189119 cites W2170705884 @default.
- W4211189119 cites W2171391624 @default.
- W4211189119 cites W2184331293 @default.
- W4211189119 cites W2308998873 @default.
- W4211189119 cites W2536562092 @default.
- W4211189119 cites W2552591666 @default.
- W4211189119 cites W2591100606 @default.
- W4211189119 cites W2602848567 @default.
- W4211189119 cites W2607076347 @default.
- W4211189119 cites W2616922646 @default.
- W4211189119 cites W2617545240 @default.
- W4211189119 cites W2621589069 @default.
- W4211189119 cites W2768409010 @default.
- W4211189119 cites W2774226220 @default.
- W4211189119 cites W2781886817 @default.
- W4211189119 cites W2782308194 @default.
- W4211189119 cites W2795993938 @default.
- W4211189119 cites W2912490305 @default.
- W4211189119 cites W2949177718 @default.
- W4211189119 cites W2951296859 @default.
- W4211189119 cites W2997831639 @default.
- W4211189119 cites W3000150252 @default.
- W4211189119 cites W3002219094 @default.
- W4211189119 cites W3031104921 @default.
- W4211189119 cites W3036206386 @default.
- W4211189119 cites W3040659066 @default.
- W4211189119 cites W3080647147 @default.
- W4211189119 cites W3088833929 @default.
- W4211189119 cites W3126812715 @default.
- W4211189119 cites W3155253210 @default.
- W4211189119 cites W3199213843 @default.
- W4211189119 cites W3200633886 @default.
- W4211189119 doi "https://doi.org/10.1101/2022.02.08.479548" @default.
- W4211189119 hasPublicationYear "2022" @default.
- W4211189119 type Work @default.
- W4211189119 citedByCount "1" @default.
- W4211189119 countsByYear W42111891192022 @default.
- W4211189119 crossrefType "posted-content" @default.
- W4211189119 hasAuthorship W4211189119A5017993134 @default.
- W4211189119 hasAuthorship W4211189119A5024575058 @default.
- W4211189119 hasAuthorship W4211189119A5079758667 @default.
- W4211189119 hasAuthorship W4211189119A5080878366 @default.
- W4211189119 hasBestOaLocation W42111891191 @default.
- W4211189119 hasConcept C104317684 @default.
- W4211189119 hasConcept C109159458 @default.
- W4211189119 hasConcept C11413529 @default.
- W4211189119 hasConcept C134444547 @default.
- W4211189119 hasConcept C187455244 @default.
- W4211189119 hasConcept C28328180 @default.
- W4211189119 hasConcept C29537977 @default.
- W4211189119 hasConcept C41008148 @default.
- W4211189119 hasConcept C43821964 @default.
- W4211189119 hasConcept C45091340 @default.
- W4211189119 hasConcept C502942594 @default.
- W4211189119 hasConcept C54355233 @default.
- W4211189119 hasConcept C70721500 @default.
- W4211189119 hasConcept C86339819 @default.
- W4211189119 hasConcept C86803240 @default.
- W4211189119 hasConcept C95444343 @default.
- W4211189119 hasConceptScore W4211189119C104317684 @default.
- W4211189119 hasConceptScore W4211189119C109159458 @default.
- W4211189119 hasConceptScore W4211189119C11413529 @default.
- W4211189119 hasConceptScore W4211189119C134444547 @default.
- W4211189119 hasConceptScore W4211189119C187455244 @default.