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1.
BMC Cancer ; 24(1): 522, 2024 Apr 25.
Artigo em Inglês | MEDLINE | ID: mdl-38664641

RESUMO

BACKGROUND: Metastatic disease is a major and difficult-to-treat complication of lung cancer. Considering insufficient effectiveness of existing therapies and taking into account the current problem of lung cancer chemoresistance, it is necessary to continue the development of new treatments. METHODS: Previously, we have demonstrated the antitumor effects of reprogrammed CD8+ T-cells (rCD8+ T-cells) from the spleen in mice with orthotopic lung carcinoma. Reprogramming was conducted by inhibiting the MAPK/ERK signalling pathway through MEKi and the immune checkpoint PD-1/PD-L1. Concurrently, CD8+ T-cells were trained in Lewis lung carcinoma (LLC) cells. We suggested that rCD8+ T-cells isolated from the spleen might impede the development of metastatic disease. RESULTS: The present study has indicated that the reprogramming procedure enhances the survival and cytotoxicity of splenic CD8+ T-cells in LLC culture. In an LLC model of spontaneous metastasis, splenic rCD8 + T-cell therapy augmented the numbers of CD8+ T-cells and CD4+ T-cells in the lungs of mice. These changes can account for the partial reduction of tumors in the lungs and the mitigation of metastatic activity. CONCLUSIONS: Our proposed reprogramming method enhances the antitumor activity of CD8+ T-cells isolated from the spleen and could be valuable in formulating an approach to treating metastatic disease in patients with lung cancer.


Assuntos
Linfócitos T CD8-Positivos , Carcinoma Pulmonar de Lewis , Baço , Animais , Carcinoma Pulmonar de Lewis/imunologia , Carcinoma Pulmonar de Lewis/patologia , Linfócitos T CD8-Positivos/imunologia , Linfócitos T CD8-Positivos/metabolismo , Camundongos , Baço/patologia , Baço/imunologia , Neoplasias Pulmonares/imunologia , Neoplasias Pulmonares/patologia , Neoplasias Pulmonares/secundário , Camundongos Endogâmicos C57BL , Reprogramação Celular , Linhagem Celular Tumoral , Modelos Animais de Doenças
2.
Cell Rep ; 43(4): 114054, 2024 Apr 23.
Artigo em Inglês | MEDLINE | ID: mdl-38578832

RESUMO

Cell fate conversion is associated with extensive post-translational modifications (PTMs) and architectural changes of sub-organelles, yet how these events are interconnected remains unknown. We report here the identification of a phosphorylation code in 14-3-3 binding motifs (PC14-3-3) that greatly stimulates induced cardiomyocyte (iCM) formation from fibroblasts. PC14-3-3 is identified in pivotal functional proteins for iCM reprogramming, including transcription factors and chromatin modifiers. Akt1 kinase and protein phosphatase 2A are the key writer and key eraser of the PC14-3-3 code, respectively. PC14-3-3 activation induces iCM formation with the presence of only Tbx5. In contrast, PC14-3-3 inhibition by mutagenesis or inhibitor-mediated code removal abolishes reprogramming. We discover that key PC14-3-3-embedded factors, such as histone deacetylase 4 (Hdac4), Mef2c, and Foxo1, form Hdac4-organized inhibitory nuclear condensates. PC14-3-3 activation disrupts Hdac4 condensates to promote cardiac gene expression. Our study suggests that sub-organelle dynamics regulated by a PTM code could be a general mechanism for stimulating cell reprogramming.


Assuntos
Proteínas 14-3-3 , Reprogramação Celular , Histona Desacetilases , Miócitos Cardíacos , Proteínas 14-3-3/metabolismo , Histona Desacetilases/metabolismo , Fosforilação , Animais , Miócitos Cardíacos/metabolismo , Miócitos Cardíacos/efeitos dos fármacos , Reprogramação Celular/efeitos dos fármacos , Camundongos , Humanos , Fibroblastos/metabolismo , Fatores de Transcrição MEF2/metabolismo , Motivos de Aminoácidos , Ligação Proteica
3.
Cell Rep ; 43(4): 114118, 2024 Apr 23.
Artigo em Inglês | MEDLINE | ID: mdl-38619966

RESUMO

Zygotic genome activation (ZGA) after fertilization enables the maternal-to-zygotic transition. However, the global view of ZGA, particularly at initiation, is incompletely understood. Here, we develop a method to capture and sequence newly synthesized RNA in early mouse embryos, providing a view of transcriptional reprogramming during ZGA. Our data demonstrate that major ZGA gene activation begins earlier than previously thought. Furthermore, we identify a set of genes activated during minor ZGA, the promoters of which show enrichment of the Obox factor motif, and find that Obox3 or Obox5 overexpression in mouse embryonic stem cells activates ZGA genes. Notably, the expression of Obox factors is severely impaired in somatic cell nuclear transfer (SCNT) embryos, and restoration of Obox3 expression corrects the ZGA profile and greatly improves SCNT embryo development. Hence, our study reveals dynamic transcriptional reprogramming during ZGA and underscores the crucial role of Obox3 in facilitating totipotency acquisition.


Assuntos
Zigoto , Animais , Camundongos , Zigoto/metabolismo , Proteínas de Homeodomínio/metabolismo , Proteínas de Homeodomínio/genética , Regulação da Expressão Gênica no Desenvolvimento , Reprogramação Celular/genética , RNA/metabolismo , RNA/genética , Desenvolvimento Embrionário/genética , Feminino , Embrião de Mamíferos/metabolismo , Genoma , Células-Tronco Embrionárias Murinas/metabolismo , Transcrição Gênica
4.
Cells ; 13(8)2024 Apr 19.
Artigo em Inglês | MEDLINE | ID: mdl-38667322

RESUMO

Although lineage reprogramming from one cell type to another is becoming a breakthrough technology for cell-based therapy, several limitations remain to be overcome, including the low conversion efficiency and subtype specificity. To address these, many studies have been conducted using genetics, chemistry, physics, and cell biology to control transcriptional networks, signaling cascades, and epigenetic modifications during reprogramming. Here, we summarize recent advances in cellular reprogramming and discuss future directions.


Assuntos
Linhagem da Célula , Reprogramação Celular , Reprogramação Celular/genética , Humanos , Animais , Linhagem da Célula/genética , Neurônios/metabolismo , Neurônios/citologia , Epigênese Genética , Diferenciação Celular/genética , Transdução de Sinais
5.
Dev Cell ; 59(8): 1010-1027.e8, 2024 Apr 22.
Artigo em Inglês | MEDLINE | ID: mdl-38569549

RESUMO

Ten-eleven translocation (TET) enzymes iteratively oxidize 5-methylcytosine (5mC) to generate 5-hydroxymethylcytosine (5hmC), 5-formylcytosine, and 5-carboxylcytosine to facilitate active genome demethylation. Whether these bases are required to promote replication-coupled dilution or activate base excision repair during mammalian germline reprogramming remains unresolved due to the inability to decouple TET activities. Here, we generated two mouse lines expressing catalytically inactive TET1 (Tet1-HxD) and TET1 that stalls oxidation at 5hmC (Tet1-V). Tet1 knockout and catalytic mutant primordial germ cells (PGCs) fail to erase methylation at select imprinting control regions and promoters of meiosis-associated genes, validating the requirement for the iterative oxidation of 5mC for complete germline reprogramming. TET1V and TET1HxD rescue most hypermethylation of Tet1-/- sperm, suggesting the role of TET1 beyond its oxidative capability. We additionally identify a broader class of hypermethylated regions in Tet1 mutant mouse sperm that depend on TET oxidation for reprogramming. Our study demonstrates the link between TET1-mediated germline reprogramming and sperm methylome patterning.


Assuntos
5-Metilcitosina , 5-Metilcitosina/análogos & derivados , Metilação de DNA , Proteínas de Ligação a DNA , Impressão Genômica , Oxirredução , Proteínas Proto-Oncogênicas , Espermatozoides , Animais , Masculino , Camundongos , Proteínas Proto-Oncogênicas/metabolismo , Proteínas Proto-Oncogênicas/genética , Proteínas de Ligação a DNA/metabolismo , Proteínas de Ligação a DNA/genética , Espermatozoides/metabolismo , 5-Metilcitosina/metabolismo , Reprogramação Celular/genética , Camundongos Knockout , Camundongos Endogâmicos C57BL
7.
Hum Genomics ; 18(1): 33, 2024 Apr 02.
Artigo em Inglês | MEDLINE | ID: mdl-38566168

RESUMO

The N6-methyladenosine (m6A) RNA modification plays essential roles in multiple biological processes, including stem cell fate determination. To explore the role of the m6A modification in pluripotent reprogramming, we used RNA-seq to map m6A effectors in human iPSCs, fibroblasts, and H9 ESCs, as well as in mouse ESCs and fibroblasts. By integrating the human and mouse RNA-seq data, we found that 19 m6A effectors were significantly upregulated in reprogramming. Notably, IGF2BPs, particularly IGF2BP1, were among the most upregulated genes in pluripotent cells, while YTHDF3 had high levels of expression in fibroblasts. Using quantitative PCR and Western blot, we validated the pluripotency-associated elevation of IGF2BPs. Knockdown of IGF2BP1 induced the downregulation of stemness genes and exit from pluripotency. Proteome analysis of cells collected at both the beginning and terminal states of the reprogramming process revealed that the IGF2BP1 protein was positively correlated with stemness markers SOX2 and OCT4. The eCLIP-seq target analysis showed that IGF2BP1 interacted with the coding sequence (CDS) and 3'UTR regions of the SOX2 transcripts, in agreement with the location of m6A modifications. This study identifies IGF2BP1 as a vital pluripotency-associated m6A effector, providing new insight into the interplay between m6A epigenetic modifications and pluripotent reprogramming.


Assuntos
Células-Tronco Pluripotentes Induzidas , Humanos , Animais , Camundongos , Células-Tronco Pluripotentes Induzidas/metabolismo , Diferenciação Celular/genética , Epigênese Genética , Fibroblastos/metabolismo , Reprogramação Celular/genética
8.
Cells ; 13(7)2024 Apr 04.
Artigo em Inglês | MEDLINE | ID: mdl-38607067

RESUMO

In vitro-generated blastocyst-like structures are of great importance since they recapitulate specific features or processes of early embryogenesis, thus avoiding ethical concerns as well as increasing scalability and accessibility compared to the use of natural embryos. Here, we combine cell reprogramming and mechanical stimuli to create 3D spherical aggregates that are phenotypically similar to those of natural embryos. Specifically, dermal fibroblasts are reprogrammed, exploiting the miR-200 family property to induce a high plasticity state in somatic cells. Subsequently, miR-200-reprogrammed cells are either driven towards the trophectoderm (TR) lineage using an ad hoc induction protocol or encapsulated into polytetrafluoroethylene micro-bioreactors to maintain and promote pluripotency, generating inner cell mass (ICM)-like spheroids. The obtained TR-like cells and ICM-like spheroids are then co-cultured in the same micro-bioreactor and, subsequently, transferred to microwells to encourage blastoid formation. Notably, the above protocol was applied to fibroblasts obtained from young as well as aged donors, with results that highlighted miR-200's ability to successfully reprogram young and aged cells with comparable blastoid rates, regardless of the donor's cell age. Overall, the approach here described represents a novel strategy for the creation of artificial blastoids to be used in the field of assisted reproduction technologies for the study of peri- and early post-implantation mechanisms.


Assuntos
Sinais (Psicologia) , MicroRNAs , Blastocisto , Reprogramação Celular , Implantação do Embrião , MicroRNAs/genética
9.
Dev Cell ; 59(8): 941-960, 2024 Apr 22.
Artigo em Inglês | MEDLINE | ID: mdl-38653193

RESUMO

In recent years, the pursuit of inducing the trophoblast stem cell (TSC) state has gained prominence as a compelling research objective, illuminating the establishment of the trophoblast lineage and unlocking insights into early embryogenesis. In this review, we examine how advancements in diverse technologies, including in vivo time course transcriptomics, cellular reprogramming to TSC state, chemical induction of totipotent stem-cell-like state, and stem-cell-based embryo-like structures, have enriched our insights into the intricate molecular mechanisms and signaling pathways that define the mouse and human trophectoderm/TSC states. We delve into disparities between mouse and human trophectoderm/TSC fate establishment, with a special emphasis on the intriguing role of pluripotency in this context. Additionally, we re-evaluate recent findings concerning the potential of totipotent-stem-like cells and embryo-like structures to fully manifest the trophectoderm/trophoblast lineage's capabilities. Lastly, we briefly discuss the potential applications of induced TSCs in pregnancy-related disease modeling.


Assuntos
Diferenciação Celular , Linhagem da Célula , Trofoblastos , Trofoblastos/citologia , Trofoblastos/metabolismo , Animais , Humanos , Camundongos , Feminino , Gravidez , Ectoderma/metabolismo , Ectoderma/citologia , Desenvolvimento Embrionário , Reprogramação Celular
11.
Cell Rep ; 43(4): 114006, 2024 Apr 23.
Artigo em Inglês | MEDLINE | ID: mdl-38554279

RESUMO

Reprogramming to pluripotency is associated with DNA damage and requires the functions of the BRCA1 tumor suppressor. Here, we leverage separation-of-function mutations in BRCA1/2 as well as the physical and/or genetic interactions between BRCA1 and its associated repair proteins to ascertain the relevance of homology-directed repair (HDR), stalled fork protection (SFP), and replication gap suppression (RGS) in somatic cell reprogramming. Surprisingly, loss of SFP and RGS is inconsequential for the transition to pluripotency. In contrast, cells deficient in HDR, but proficient in SFP and RGS, reprogram with reduced efficiency. Conversely, the restoration of HDR function through inactivation of 53bp1 rescues reprogramming in Brca1-deficient cells, and 53bp1 loss leads to elevated HDR and enhanced reprogramming in mouse and human cells. These results demonstrate that somatic cell reprogramming is especially dependent on repair of replication-associated double-strand breaks (DSBs) by the HDR activity of BRCA1 and BRCA2 and can be improved in the absence of 53BP1.


Assuntos
Proteína BRCA1 , Reprogramação Celular , Quebras de DNA de Cadeia Dupla , Reparo do DNA , Replicação do DNA , Proteína 1 de Ligação à Proteína Supressora de Tumor p53 , Proteína 1 de Ligação à Proteína Supressora de Tumor p53/metabolismo , Proteína 1 de Ligação à Proteína Supressora de Tumor p53/genética , Proteína BRCA1/metabolismo , Proteína BRCA1/genética , Animais , Humanos , Reprogramação Celular/genética , Camundongos , Reparo de DNA por Recombinação
13.
Nat Aging ; 4(4): 546-567, 2024 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-38553564

RESUMO

Partial reprogramming (pulsed expression of reprogramming transcription factors) improves the function of several tissues in old mice. However, it remains largely unknown how partial reprogramming impacts the old brain. Here we use single-cell transcriptomics to systematically examine how partial reprogramming influences the subventricular zone neurogenic niche in aged mouse brains. Whole-body partial reprogramming mainly improves neuroblasts (cells committed to give rise to new neurons) in the old neurogenic niche, restoring neuroblast proportion to more youthful levels. Interestingly, targeting partial reprogramming specifically to the neurogenic niche also boosts the proportion of neuroblasts and their precursors (neural stem cells) in old mice and improves several molecular signatures of aging, suggesting that the beneficial effects of reprogramming are niche intrinsic. In old neural stem cell cultures, partial reprogramming cell autonomously restores the proportion of neuroblasts during differentiation and blunts some age-related transcriptomic changes. Importantly, partial reprogramming improves the production of new neurons in vitro and in old brains. Our work suggests that partial reprogramming could be used to rejuvenate the neurogenic niche and counter brain decline in old individuals.


Assuntos
Células-Tronco Neurais , Neurônios , Camundongos , Animais , Neurogênese/genética , Diferenciação Celular/genética , Reprogramação Celular/genética
14.
Elife ; 122024 Mar 22.
Artigo em Inglês | MEDLINE | ID: mdl-38517750

RESUMO

Partial reprogramming by cyclic short-term expression of Yamanaka factors holds promise for shifting cells to younger states and consequently delaying the onset of many diseases of aging. However, the delivery of transgenes and potential risk of teratoma formation present challenges for in vivo applications. Recent advances include the use of cocktails of compounds to reprogram somatic cells, but the characteristics and mechanisms of partial cellular reprogramming by chemicals remain unclear. Here, we report a multi-omics characterization of partial chemical reprogramming in fibroblasts from young and aged mice. We measured the effects of partial chemical reprogramming on the epigenome, transcriptome, proteome, phosphoproteome, and metabolome. At the transcriptome, proteome, and phosphoproteome levels, we saw widescale changes induced by this treatment, with the most notable signature being an upregulation of mitochondrial oxidative phosphorylation. Furthermore, at the metabolome level, we observed a reduction in the accumulation of aging-related metabolites. Using both transcriptomic and epigenetic clock-based analyses, we show that partial chemical reprogramming reduces the biological age of mouse fibroblasts. We demonstrate that these changes have functional impacts, as evidenced by changes in cellular respiration and mitochondrial membrane potential. Taken together, these results illuminate the potential for chemical reprogramming reagents to rejuvenate aged biological systems and warrant further investigation into adapting these approaches for in vivo age reversal.


Assuntos
Células-Tronco Pluripotentes Induzidas , Rejuvenescimento , Animais , Camundongos , Rejuvenescimento/fisiologia , Proteoma/metabolismo , Multiômica , Reprogramação Celular/genética , Envelhecimento/fisiologia , Células-Tronco Pluripotentes Induzidas/metabolismo
15.
Nat Commun ; 15(1): 1941, 2024 Mar 02.
Artigo em Inglês | MEDLINE | ID: mdl-38431638

RESUMO

Organismal aging is inherently connected to the aging of its constituent cells and systems. Reducing the biological age of the organism may be assisted by reducing the age of its cells - an approach exemplified by partial cell reprogramming through the expression of Yamanaka factors or exposure to chemical cocktails. It is crucial to protect cell type identity during partial reprogramming, as cells need to retain or rapidly regain their functions following the treatment. Another critical issue is the ability to quantify biological age as reprogrammed older cells acquire younger states. We discuss recent advances in reprogramming-induced rejuvenation and offer a critical review of this procedure and its relationship to the fundamental nature of aging. We further comparatively analyze partial reprogramming, full reprogramming and transdifferentiation approaches, assess safety concerns and emphasize the importance of distinguishing rejuvenation from dedifferentiation. Finally, we highlight translational opportunities that the reprogramming-induced rejuvenation approach offers.


Assuntos
Reprogramação Celular , Rejuvenescimento , Reprogramação Celular/genética
16.
Stem Cell Res ; 76: 103366, 2024 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-38430737

RESUMO

Epilepsy affects âˆ¼ 65 million people worldwide. Status epilepticus can lead to life-threatening if untreated. In this study, peripheral blood mononuclear cells were isolated from a young patient patient bearing a Nitrogen Perntease Regulator Like 2 Protein (NPRL2) mutation and suffering from Epilepsy verified by clinical and genetic diagnosis. Induced pluripotent stem cells (iPSCs) were established by a non-integrative method, using plasmids carrying OCT4, SOX2, KLF4, BCL-XL and C-MYC. The established iPSCs presented typical pluripotent cells morphology, normal karyotype, and potential to differentiate into three germ layers. Our approach offers a useful model to explore pathogenesis and therapy of Epilepsy.


Assuntos
Epilepsia , Células-Tronco Pluripotentes Induzidas , Humanos , Células-Tronco Pluripotentes Induzidas/metabolismo , Reprogramação Celular , Leucócitos Mononucleares/metabolismo , Fator 4 Semelhante a Kruppel , Linhagem Celular , Mutação/genética , Diferenciação Celular/genética , Proteínas Supressoras de Tumor/genética
17.
Stem Cell Res ; 76: 103358, 2024 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-38447455

RESUMO

Parkinson's disease is a degenerative brain disorder characterized by dopamine neuronal degeneration and dopamine transporter loss. In this study, we generated an induced pluripotent stem cell (iPSC) line, KNIHi001-A, from the peripheral blood mononuclear cells (PBMCs) of a 76-year-old man with Parkinson's disease. The non-integrating Sendai virus was used to reprogram iPSCs. iPSCs exhibit pluripotent markers, a normal karyotype, viral clearance, and the ability to differentiate into the three germ layers.


Assuntos
Células-Tronco Pluripotentes Induzidas , Doença de Parkinson , Masculino , Humanos , Idoso , Células-Tronco Pluripotentes Induzidas/metabolismo , Doença de Parkinson/metabolismo , Leucócitos Mononucleares/metabolismo , Camadas Germinativas/metabolismo , Vírus Sendai/genética , Reprogramação Celular , Diferenciação Celular/fisiologia
18.
Cell Mol Life Sci ; 81(1): 142, 2024 Mar 15.
Artigo em Inglês | MEDLINE | ID: mdl-38485770

RESUMO

Thioredoxin interacting protein (Txnip) is a stress-responsive factor regulating Trx1 for redox balance and involved in diverse cellular processes including proliferation, differentiation, apoptosis, inflammation, and metabolism. However, the biological role of Txnip function in stem cell pluripotency has yet to be investigated. Here, we reveal the novel functions of mouse Txnip in cellular reprogramming and differentiation onset by involving in glucose-mediated histone acetylation and the regulation of Oct4, which is a fundamental component of the molecular circuitry underlying pluripotency. During reprogramming or PSC differentiation process, cellular metabolic and chromatin remodeling occur in order to change its cellular fate. Txnip knockout promotes induced pluripotency but hinders initial differentiation by activating pluripotency factors and promoting glycolysis. This alteration affects the intracellular levels of acetyl-coA, a final product of enhanced glycolysis, resulting in sustained histone acetylation on active PSC gene regions. Moreover, Txnip directly interacts with Oct4, thereby repressing its activity and consequently deregulating Oct4 target gene transcriptions. Our work suggests that control of Txnip expression is crucial for cell fate transitions by modulating the entry and exit of pluripotency.


Assuntos
Reprogramação Celular , Histonas , Animais , Camundongos , Proteínas de Transporte/genética , Proteínas de Transporte/metabolismo , Diferenciação Celular/genética , Histonas/metabolismo , Processamento de Proteína Pós-Traducional , Tiorredoxinas/genética , Tiorredoxinas/metabolismo
19.
Results Probl Cell Differ ; 72: 193-218, 2024.
Artigo em Inglês | MEDLINE | ID: mdl-38509259

RESUMO

A striking discovery in recent decades concerning the transcription factor (TF)-dependent process was the production of induced pluripotent stem cell (iPSCs) from fibroblasts by the exogenous expression of the TF cocktail containing Oct3/4 (Pou5f1), Sox2, Klf4, and Myc, collectively called OSKM. How fibroblast cells can be remodeled into embryonic stem cell (ESC)-like iPSCs despite high epigenetic barriers has opened a new essential avenue to understanding the action of TFs in developmental regulation. Two forerunning investigations preceded the iPSC phenomenon: exogenous TF-mediated cell remodeling driven by the action of MyoD, and the "pioneer TF" action to preopen chromatin, allowing multiple TFs to access enhancer sequences. The process of remodeling somatic cells into iPSCs has been broken down into multiple subprocesses: the initial attack of OSKM on closed chromatin, sequential changes in cytosine modification, enhancer usage, and gene silencing and activation. Notably, the OSKM TFs change their genomic binding sites extensively. The analyses are still at the descriptive stage, but currently available information is discussed in this chapter.


Assuntos
Células-Tronco Pluripotentes Induzidas , Fatores de Transcrição/metabolismo , Reprogramação Celular , Cromatina/metabolismo , Fibroblastos/metabolismo
20.
Proc Natl Acad Sci U S A ; 121(11): e2312942121, 2024 Mar 12.
Artigo em Inglês | MEDLINE | ID: mdl-38437548

RESUMO

Recent developments in synthetic biology, next-generation sequencing, and machine learning provide an unprecedented opportunity to rationally design new disease treatments based on measured responses to gene perturbations and drugs to reprogram cells. The main challenges to seizing this opportunity are the incomplete knowledge of the cellular network and the combinatorial explosion of possible interventions, both of which are insurmountable by experiments. To address these challenges, we develop a transfer learning approach to control cell behavior that is pre-trained on transcriptomic data associated with human cell fates, thereby generating a model of the network dynamics that can be transferred to specific reprogramming goals. The approach combines transcriptional responses to gene perturbations to minimize the difference between a given pair of initial and target transcriptional states. We demonstrate our approach's versatility by applying it to a microarray dataset comprising >9,000 microarrays across 54 cell types and 227 unique perturbations, and an RNASeq dataset consisting of >10,000 sequencing runs across 36 cell types and 138 perturbations. Our approach reproduces known reprogramming protocols with an AUROC of 0.91 while innovating over existing methods by pre-training an adaptable model that can be tailored to specific reprogramming transitions. We show that the number of gene perturbations required to steer from one fate to another increases with decreasing developmental relatedness and that fewer genes are needed to progress along developmental paths than to regress. These findings establish a proof-of-concept for our approach to computationally design control strategies and provide insights into how gene regulatory networks govern phenotype.


Assuntos
Reprogramação Celular , Redes Reguladoras de Genes , Humanos , Reprogramação Celular/genética , Diferenciação Celular , Controle Comportamental , Aprendizado de Máquina
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