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A putative prognostic model for lung adenocarcinoma based on crotonylation-related genes by bioinformatics and experimental verification. 基于生物信息学和实验验证的巴豆酰化相关基因的肺腺癌推定预后模型。
IF 4.6 2区 生物学 Q2 CELL BIOLOGY Pub Date : 2026-02-17 eCollection Date: 2026-01-01 DOI: 10.3389/fcell.2026.1639773
Wenting Wang, Baixiang Cui, Haoyue Li, Zihan Zhen, Xueqing Song, Xiaoyu Yuan, Qing Cui, Qi Yuan, Yong Liu

Backgrounds: Protein crotonylation is a novel post-translational modification implicated in tumorigenesis and progression. Its putative roles and mechanisms in lung adenocarcinoma (LUAD), however, remain incompletely elucidated.

Methods: We analyzed the expression of crotonylation-related genes (CRGs) in LUAD samples and identified differentially expressed genes for gene set variation analysis (GSVA). Using GSVA scores as phenotypic traits, weighted gene co-expression network analysis (WGCNA) was applied to identify key module genes. A putative prognostic model was subsequently constructed via Lasso-Cox regression. Functional enrichment, gene mutation analysis, and immune infiltration analyses were conducted to compare high- and low-risk groups. Furthermore, cellular experiments were performed to validate the putative role of the hub gene FAM83A and its regulation of key glycolytic enzymes PKM2 and LDHA.

Results: We established a putative crotonylation-related prognostic model for LUAD, which effectively stratified patients into high- and low-risk groups with significantly different overall survival. Functional analysis suggested putative disparities in metabolic pathways between the two groups. Mutation landscape analysis revealed distinct genomic variation patterns, while immune infiltration assessment indicated a putative immune-evasion phenotype in high-risk patients. Cellular assays demonstrated that FAM83A enhances lung cancer cell proliferation, putatively through promoting glycolysis. Our findings establish that FAM83A integrates histone H3K27 crotonylation signaling to drive transcriptional reprogramming of glycolytic metabolism, specifically upregulating key enzymes PKM2 and LDHA.

Conclusion: This study proposes a putative prognostic model based on CRGs for LUAD outcome prediction. The hub gene FAM83A may facilitate lung cancer cell growth by regulating glycolysis via PKM2 and LDHA, offering a novel theoretical foundation and a potential target for prognostic assessment and targeted therapy in LUAD patient.

背景:蛋白巴豆酰化是一种涉及肿瘤发生和进展的新型翻译后修饰。然而,其在肺腺癌(LUAD)中的推测作用和机制仍未完全阐明。方法:分析LUAD样品中巴豆酰化相关基因(CRGs)的表达,并鉴定差异表达基因进行基因集变异分析(GSVA)。以GSVA评分为表型性状,采用加权基因共表达网络分析(WGCNA)鉴定关键模块基因。随后通过Lasso-Cox回归构建了假定的预后模型。通过功能富集、基因突变分析和免疫浸润分析来比较高、低风险组。此外,通过细胞实验验证了中心基因FAM83A及其对关键糖酵解酶PKM2和LDHA的调控作用。结果:我们建立了一种假定的与巴托尼化相关的LUAD预后模型,该模型有效地将患者分为高危组和低危组,总生存率显著不同。功能分析表明,两组之间的代谢途径可能存在差异。突变景观分析揭示了不同的基因组变异模式,而免疫浸润评估显示高风险患者可能存在免疫逃避表型。细胞实验表明FAM83A促进肺癌细胞增殖,推测是通过促进糖酵解。我们的研究结果表明,FAM83A整合了组蛋白H3K27克罗酮化信号,驱动糖酵解代谢的转录重编程,特别是上调关键酶PKM2和LDHA。结论:本研究提出了一种基于CRGs的LUAD预后预测模型。中心基因FAM83A可能通过PKM2和LDHA调控糖酵解作用促进肺癌细胞生长,为LUAD患者的预后评估和靶向治疗提供了新的理论基础和潜在靶点。
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引用次数: 0
AI and big data driven knowledge mapping of exosome-hydrogel research in orthopedic regeneration and tissue engineering. 人工智能和大数据驱动的外泌体水凝胶研究在骨科再生和组织工程中的知识图谱。
IF 4.6 2区 生物学 Q2 CELL BIOLOGY Pub Date : 2026-02-17 eCollection Date: 2026-01-01 DOI: 10.3389/fcell.2026.1786225
Qinghan Li, Liming Lou, Shuaishuai Wang, Minglei Zhang

Background: Exosome-hydrogel complexes have great potential in regenerative medicine, being able to combine biological signals with structural support. But overall, the knowledge structure and translational connections between academic discoveries and patent deployment are not clear.

Methods: A dual-source analysis framework was established to analyze academic papers and patents, illustrating the landscape of exosome-hydrogel research from 2016 to 2025. An interdisciplinary knowledge graph was constructed using topic modeling, entity-relation extraction, and evidence-ranking methods to quantify temporal trends, thematic differences, and translational gaps.

Results: The core components include mesenchymal stem cell-derived exosomes and hydrogels based on gelatin methacrylate (GelMA) or collagen, which form a well-established research foundation. Academic research focuses on osteogenesis, and recent progress mentions angiogenesis and immune regulation. The research application has strong temperature dependence, and patent activities lag behind academic publications. Several high-evidence yet unpatented propositions, such as "hydrogel-encapsulated exosomes" and "exosome-enhanced angiogenesis," represent potential innovation opportunities.

Conclusion: This study employs a data-driven framework to connect scientific research with transformation. The integration of semantic models and cross - source evidence reflects the evaluation logic of exosome - hydrogel research, and provides support for future research in the field of regenerative biomaterials and the priority of patent strategies.

背景:外泌体-水凝胶复合物能够将生物信号与结构支持结合起来,在再生医学中具有很大的潜力。但总体而言,学术发现和专利部署之间的知识结构和转化关系并不清楚。方法:建立双源分析框架,对2016 - 2025年外泌体-水凝胶的学术论文和专利进行分析。利用主题建模、实体关系提取和证据排序方法构建了跨学科知识图谱,量化了时间趋势、主题差异和翻译差距。结果:核心成分包括间充质干细胞衍生的外泌体和基于甲基丙烯酸明胶(GelMA)或胶原蛋白的水凝胶,形成了良好的研究基础。学术研究主要集中在骨生成,最近的进展提到血管生成和免疫调节。研究应用具有较强的温度依赖性,专利活动滞后于学术发表。一些高证据但尚未获得专利的命题,如“水凝胶封装外泌体”和“外泌体增强血管生成”,代表着潜在的创新机会。结论:本研究采用数据驱动的框架,将科学研究与转型联系起来。语义模型和跨来源证据的整合反映了外泌体-水凝胶研究的评估逻辑,为未来再生生物材料领域的研究和专利策略的优先级提供了支持。
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引用次数: 0
Editorial: Mechanisms and therapeutic strategies in cellular injury and repair. 编辑:细胞损伤和修复的机制和治疗策略。
IF 4.6 2区 生物学 Q2 CELL BIOLOGY Pub Date : 2026-02-17 eCollection Date: 2026-01-01 DOI: 10.3389/fcell.2026.1789699
Cheng Yuan, Jialiang Chen, Xiaorong Hu, Xiaolong Wang
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引用次数: 0
Epigenetic remodeling during early embryonic development. 早期胚胎发育过程中的表观遗传重塑。
IF 4.6 2区 生物学 Q2 CELL BIOLOGY Pub Date : 2026-02-17 eCollection Date: 2026-01-01 DOI: 10.3389/fcell.2026.1750381
Xiaoyu Wan, Shibin Zhang, Jingyu Li, Deying Kong, Mo Chen

In mammals, the fusion of sperm and oocyte gives rise to a totipotent zygote, which undergoes a series of cleavage divisions and differentiation events. During this process, the embryo transitions from totipotency to pluripotency, accompanied by extensive epigenetic reprogramming. With continuous innovation of low-input multi-omics technology and other methods, the relationship between epigenetic remodeling and embryonic development has been gradually revealed. This review synthesizes recent advances in our understanding of the dynamics of epigenetic reprogramming during early embryogenesis in mice and humans. It covers the remodeling of DNA methylation, histone modifications, chromatin accessibility, and three-dimensional chromatin architecture, with a particular focus on the dynamic features of histone modifications. The patterns of common histone modifications such as methylation, acetylation, and ubiquitination are elaborated. Furthermore, the review outlines both the emerging roles of metabolism-associated modifications such as crotonylation and lactylation in genomic targeting and transcriptional regulation, and the dynamic patterns of histone variant incorporation.

在哺乳动物中,精子和卵母细胞的融合产生了一个全能的受精卵,受精卵经历了一系列的卵裂分裂和分化事件。在这个过程中,胚胎从全能性转变为多能性,伴随着广泛的表观遗传重编程。随着低投入多组学技术等方法的不断创新,表观遗传重塑与胚胎发育的关系逐渐被揭示。本文综述了我们对小鼠和人类早期胚胎发生过程中表观遗传重编程动力学的理解的最新进展。它涵盖了DNA甲基化重塑、组蛋白修饰、染色质可及性和三维染色质结构,特别关注组蛋白修饰的动态特征。常见的组蛋白修饰如甲基化、乙酰化和泛素化的模式被详细阐述。此外,本文还概述了代谢相关修饰(如巴豆酰化和乳酸酰化)在基因组靶向和转录调控中的新作用,以及组蛋白变异结合的动态模式。
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引用次数: 0
Pharmacological inhibition of frizzled 4 delays cell cycle progression and limits oral squamous cell carcinoma growth. 药物抑制卷曲4延缓细胞周期进程,限制口腔鳞状细胞癌的生长。
IF 4.6 2区 生物学 Q2 CELL BIOLOGY Pub Date : 2026-02-17 eCollection Date: 2026-01-01 DOI: 10.3389/fcell.2026.1756565
Riccardo Destefani, Ilaria J Valookkaran, Sabrina Bensland, Christian T Meisel, Cristina Porcheri

Oral squamous cell carcinoma is an aggressive malignancy driven by aberrant signaling pathways, with Wnt signaling acting as a central regulator of proliferation, tumor-microenvironment interactions, and oncogenic growth. Here, we focus on Frizzled-4, a Wnt receptor with context-dependent functions in epithelial cancers. We show that pharmacological inhibition of Frizzled-4 delays cell cycle progression, and reduces proliferative capacity. These effects are accompanied by suppressed metabolism of retinoic acid, suggesting that Frizzled-4 inhibition stabilizes intracellular retinoic acid levels, which ultimately contributes to the observed cell cycle slowdown. Blocking retinoic acid signaling reverses the cell cycle effects of Frizzled-4 inhibition, confirming that retinoic acid-dependent regulation operates downstream of Frizzled-4. By restraining uncontrolled proliferation and attenuating oncogenic signaling, Frizzled-4 emerges as a key molecular node in oral squamous cell carcinoma, highlighting its potential as a therapeutic target to counteract Wnt-driven tumor growth.

口腔鳞状细胞癌是一种由异常信号通路驱动的侵袭性恶性肿瘤,Wnt信号通路是增殖、肿瘤-微环境相互作用和致癌生长的中心调节因子。在这里,我们关注的是在上皮癌中具有上下文依赖功能的Wnt受体frizzled4。我们发现frizzled4的药理学抑制延缓了细胞周期的进展,并降低了增殖能力。这些作用伴随着维甲酸代谢的抑制,表明frizzled4抑制稳定细胞内维甲酸水平,最终导致观察到的细胞周期减慢。阻断视黄酸信号通路逆转了frizzled4抑制的细胞周期效应,证实视黄酸依赖性调控作用在frizzled4的下游。通过抑制不受控制的增殖和减弱致癌信号,frizzled4成为口腔鳞状细胞癌的关键分子节点,突出了其作为对抗wnt驱动的肿瘤生长的治疗靶点的潜力。
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引用次数: 0
Single-cell atlas reveals a pro-metastatic RELB+ neutrophil-myeloid subset underlying lymph node metastasis in EGFR-wildtype LUAD. 单细胞图谱显示egfr -野生型LUAD淋巴结转移下的促转移性RELB+中性粒细胞-髓细胞亚群。
IF 4.6 2区 生物学 Q2 CELL BIOLOGY Pub Date : 2026-02-17 eCollection Date: 2026-01-01 DOI: 10.3389/fcell.2026.1766211
Fasheng Li, Xiao Yang, Ang Li, Yutao Pang, Hongfei Zhang, Liyao Lin, Dong Wu

Background: Lymph node metastasis is a critical event in the progression of EGFR wildtype lung adenocarcinoma (LUAD), a subtype lacking effective targeted therapies and associated with poor prognosis. The specific myeloid cell subsets and molecular mechanisms driving LNM in this context remain poorly understood.

Methods: To elucidate the cellular drivers of LNM, we performed an integrated analysis of multi-cohort single-cell RNA sequencing data from EGFR-wildtype LUAD patients and bulk transcriptomic data from The Cancer Genome Atlas (TCGA). Pathological lymph node status from the bulk RNA-seq cohort was mapped to the single-cell transcriptomes using the UCell algorithm. Myeloid cell heterogeneity was analyzed via sub-clustering, and the transcription factor regulon activity was inferred using pySCENIC. The functional role of the key regulator RELB was validated using siRNA-mediated knockdown in neutrophil-tumor cell co-culture systems, assessed by qPCR, proliferation, clonogenic, migration, and invasion assays. A RELB signature score was constructed based on its target genes and validated in independent cohorts for prognostic, immunotherapeutic, and drug sensitivity assessment.

Results: Myeloid cells were significantly enriched in the LNM group. The process of sub-clustering identified a pro-metastatic subset of ELANE-positive neutrophils that was specifically expanded in LNM samples, linked to advanced N stage, higher clinical stage, and shorter overall survival. RELB was identified as a central regulator of ELANE + Neu through transcription factor analysis, showing significantly heightened regulon activity in LNM. Using a neutrophil-tumor cell co-culture system, we found that RELB knockdown in neutrophils attenuated inflammatory signaling in tumor cells and subsequently reduced their proliferative, clonogenic, migratory, and invasive capacities. A high score of the RELB signature was a strong predictor of poor prognosis and was associated with pro-tumorigenic pathways, and the creation of an immunosuppressive microenvironment. Additionally, RELB scores were associated with lower tumor mutational burden, poorer response to immunotherapy, different drug sensitivity patterns, and increased expression of several antibody-drug conjugate targets.

Conclusion: The study highlights a pro-metastatic ELANE + neutrophil subpopulation, with RELB acting as its primary transcriptional regulator. The RELB signature may serve as a biomarker for prognosis and treatment response prediction, indicating a potential target for precision treatment in EGFR wildtype LUAD.

背景:淋巴结转移是EGFR野生型肺腺癌(LUAD)进展中的关键事件,LUAD是一种缺乏有效靶向治疗且预后不良的亚型。在这种情况下,特定的髓细胞亚群和驱动LNM的分子机制仍然知之甚少。方法:为了阐明LNM的细胞驱动因素,我们对来自egfr野生型LUAD患者的多队列单细胞RNA测序数据和来自癌症基因组图谱(TCGA)的大量转录组数据进行了综合分析。使用UCell算法将来自大量RNA-seq队列的病理淋巴结状态映射到单细胞转录组。通过亚聚类分析骨髓细胞异质性,并使用pySCENIC推断转录因子调控子活性。在中性粒细胞-肿瘤细胞共培养系统中,通过sirna介导的敲低验证了关键调节因子RELB的功能作用,并通过qPCR、增殖、克隆生成、迁移和侵袭试验进行了评估。基于其靶基因构建RELB特征评分,并在独立队列中验证预后、免疫治疗和药物敏感性评估。结果:LNM组骨髓细胞明显富集。亚聚类过程确定了elane阳性中性粒细胞的促转移亚群,该亚群在LNM样本中特异性扩增,与晚期N期、更高的临床期和更短的总生存期有关。通过转录因子分析,RELB被确定为ELANE + Neu的中心调节因子,在LNM中显示出显著增强的调节活性。通过中性粒细胞-肿瘤细胞共培养系统,我们发现,中性粒细胞中RELB的敲低可减弱肿瘤细胞中的炎症信号,并随后降低其增殖、克隆、迁移和侵袭能力。RELB标记的高评分是不良预后的一个强有力的预测因子,并且与促肿瘤途径和免疫抑制微环境的产生有关。此外,RELB评分与较低的肿瘤突变负担、较差的免疫治疗反应、不同的药物敏感性模式以及几种抗体-药物偶联靶点的表达增加有关。结论:该研究强调了一个促转移的ELANE +中性粒细胞亚群,其中RELB是其主要的转录调节因子。RELB标记可以作为预后和治疗反应预测的生物标志物,提示EGFR野生型LUAD的潜在精准治疗靶点。
{"title":"Single-cell atlas reveals a pro-metastatic RELB+ neutrophil-myeloid subset underlying lymph node metastasis in EGFR-wildtype LUAD.","authors":"Fasheng Li, Xiao Yang, Ang Li, Yutao Pang, Hongfei Zhang, Liyao Lin, Dong Wu","doi":"10.3389/fcell.2026.1766211","DOIUrl":"https://doi.org/10.3389/fcell.2026.1766211","url":null,"abstract":"<p><strong>Background: </strong>Lymph node metastasis is a critical event in the progression of EGFR wildtype lung adenocarcinoma (LUAD), a subtype lacking effective targeted therapies and associated with poor prognosis. The specific myeloid cell subsets and molecular mechanisms driving LNM in this context remain poorly understood.</p><p><strong>Methods: </strong>To elucidate the cellular drivers of LNM, we performed an integrated analysis of multi-cohort single-cell RNA sequencing data from EGFR-wildtype LUAD patients and bulk transcriptomic data from The Cancer Genome Atlas (TCGA). Pathological lymph node status from the bulk RNA-seq cohort was mapped to the single-cell transcriptomes using the UCell algorithm. Myeloid cell heterogeneity was analyzed via sub-clustering, and the transcription factor regulon activity was inferred using pySCENIC. The functional role of the key regulator RELB was validated using siRNA-mediated knockdown in neutrophil-tumor cell co-culture systems, assessed by qPCR, proliferation, clonogenic, migration, and invasion assays. A RELB signature score was constructed based on its target genes and validated in independent cohorts for prognostic, immunotherapeutic, and drug sensitivity assessment.</p><p><strong>Results: </strong>Myeloid cells were significantly enriched in the LNM group. The process of sub-clustering identified a pro-metastatic subset of ELANE-positive neutrophils that was specifically expanded in LNM samples, linked to advanced N stage, higher clinical stage, and shorter overall survival. RELB was identified as a central regulator of ELANE + Neu through transcription factor analysis, showing significantly heightened regulon activity in LNM. Using a neutrophil-tumor cell co-culture system, we found that RELB knockdown in neutrophils attenuated inflammatory signaling in tumor cells and subsequently reduced their proliferative, clonogenic, migratory, and invasive capacities. A high score of the RELB signature was a strong predictor of poor prognosis and was associated with pro-tumorigenic pathways, and the creation of an immunosuppressive microenvironment. Additionally, RELB scores were associated with lower tumor mutational burden, poorer response to immunotherapy, different drug sensitivity patterns, and increased expression of several antibody-drug conjugate targets.</p><p><strong>Conclusion: </strong>The study highlights a pro-metastatic ELANE + neutrophil subpopulation, with RELB acting as its primary transcriptional regulator. The RELB signature may serve as a biomarker for prognosis and treatment response prediction, indicating a potential target for precision treatment in EGFR wildtype LUAD.</p>","PeriodicalId":12448,"journal":{"name":"Frontiers in Cell and Developmental Biology","volume":"14 ","pages":"1766211"},"PeriodicalIF":4.6,"publicationDate":"2026-02-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12953111/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147354405","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
In Vitro retinal ganglion cell differentiation and enrichment under the scope: do subtypes matter? 体外视网膜神经节细胞分化和富集范围:亚型重要吗?
IF 4.6 2区 生物学 Q2 CELL BIOLOGY Pub Date : 2026-02-16 eCollection Date: 2025-01-01 DOI: 10.3389/fcell.2025.1750142
Tahani W Baakdhah, Jeremy M Sivak

Retinal ganglion cells (RGCs) play a pivotal part transmitting visual data to the brain. Yet, damaged RGCs are unable to maintain and regrow axons and connectivity, as in the common blinding disease glaucoma. Thus, the idea of rescuing and replacing damaged RGCs holds immense therapeutic potential. In recent years pluripotent stem cells cultured in both 2D and 3D (retinal organoid) environments have generated RGCs from healthy- and patient-derived cells. These models can be used to study normal retinal physiology and compare it to the diseased retina. Although the effects of glaucomatous injuries on RGCs have been well-studied in animal models, much less is known about similar mechanisms in the human retina. Further, using in vitro-derived RGCs as a tool for cell characterization and replacement is still in its infancy. In particular, many distinct RGC subtypes have been described, and it remains unclear how well this diversity is reflected in the various differentiation protocols, or their functional roles in human health and disease. In this review we summarize the currently described subtypes of human RGCs and their markers and discuss recent evidence for subtype-specific vulnerabilities to injury and disease. Finally, we synthesize the limited evidence for subtype differentiation in human stem cell culture approaches. Increased understanding of this human RGC diversity will provide new tools to enrich for selective subtypes and ultimately fill key translational gaps in human glaucoma research.

视网膜神经节细胞(RGCs)在向大脑传递视觉数据方面起着关键作用。然而,受损的RGCs不能维持和再生轴突和连通性,如常见的致盲性疾病青光眼。因此,挽救和替换受损的RGCs的想法具有巨大的治疗潜力。近年来,在二维和三维(视网膜类器官)环境中培养的多能干细胞已经从健康和患者来源的细胞中产生了RGCs。这些模型可用于研究正常视网膜生理,并与病变视网膜进行比较。虽然青光眼损伤对RGCs的影响已经在动物模型中得到了很好的研究,但对人类视网膜的类似机制知之甚少。此外,使用体外衍生的RGCs作为细胞表征和替换的工具仍处于起步阶段。特别是,已经描述了许多不同的RGC亚型,但尚不清楚这种多样性在各种分化方案中的反映程度,或它们在人类健康和疾病中的功能作用。在这篇综述中,我们总结了目前描述的人类RGCs亚型及其标记物,并讨论了最近关于亚型特异性损伤和疾病脆弱性的证据。最后,我们综合了人类干细胞培养方法中亚型分化的有限证据。加深对这种人类RGC多样性的了解将为丰富选择性亚型提供新的工具,并最终填补人类青光眼研究的关键翻译空白。
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引用次数: 0
CG-RecNet: a gated and attention-fused deep learning framework for label-free classification of neural stem cell differentiation via imaging flow cytometry. CG-RecNet:一个门控和注意力融合的深度学习框架,用于通过成像流式细胞术对神经干细胞分化进行无标记分类。
IF 4.6 2区 生物学 Q2 CELL BIOLOGY Pub Date : 2026-02-16 eCollection Date: 2026-01-01 DOI: 10.3389/fcell.2026.1767574
Qinzi Li, Fang Liu, Junyu Zhou, Xuanjian Zou, Chenlin Gao, Jingze Li

Introduction: Precise and longitudinal monitoring of Neural Stem Cell (NSC) differentiation is pivotal for advancing regenerative medicine. However, traditional identification methods rely on invasive immunochemical staining, which terminates cell viability and precludes real-time analysis.

Methods: To address these limitations, we propose CG-RecNet, a specialized deep learning framework for accurate, label-free classification of NSC differentiation lineages-specifically neurons, astrocytes, and oligodendrocytes-directly from brightfield imaging flow cytometry (IFC) data. The architecture integrates a LinAngular Cross-Channel Attention (LinAngular-XCA) Fusion Module to capture global morphological dependencies and a Gated Convolutional Neural Network (GatedCNN) Block to suppress background noise.

Results: Validation on rat embryonic NSCs indicates that CG-RecNet achieves an overall accuracy of 96.40% and a macro-average AUC of 0.9979, representing a 1.82% improvement over established baselines. Notably, the model achieved high precision in identifying the minority oligodendrocyte lineage without synthetic oversampling.

Discussion: Grad-CAM analysis indicates that the model's attention aligns with biologically relevant hallmarks, such as neurite outgrowth and soma texture. CG-RecNet provides a reliable, non-invasive, and qualitatively interpretable tool for neural stem cell research.

神经干细胞(NSC)分化的精确和纵向监测是推进再生医学的关键。然而,传统的鉴定方法依赖于侵入性免疫化学染色,这终止了细胞活力并妨碍了实时分析。方法:为了解决这些限制,我们提出CG-RecNet,这是一个专门的深度学习框架,可以直接从明场成像流式细胞术(IFC)数据中准确、无标记地分类NSC分化谱系,特别是神经元、星形胶质细胞和少突胶质细胞。该架构集成了一个LinAngular跨通道注意(LinAngular- xca)融合模块来捕获全局形态学依赖,以及一个门控卷积神经网络(GatedCNN)块来抑制背景噪声。结果:在大鼠胚胎NSCs上的验证表明,CG-RecNet的总体准确度为96.40%,宏观平均AUC为0.9979,比既定基线提高了1.82%。值得注意的是,该模型在没有人工过采样的情况下,在鉴定少数少突胶质细胞谱系方面取得了很高的精度。讨论:Grad-CAM分析表明,该模型的注意力与生物学相关的标志一致,如神经突的生长和体细胞的纹理。CG-RecNet为神经干细胞研究提供了一种可靠的、非侵入性的、可定性解释的工具。
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引用次数: 0
A novel culture flask for clinostat-based simulation of extraterrestrial gravities. 一种新型培养瓶,用于基于回转器的地外重力模拟。
IF 4.6 2区 生物学 Q2 CELL BIOLOGY Pub Date : 2026-02-16 eCollection Date: 2026-01-01 DOI: 10.3389/fcell.2026.1728827
Giovanni Perra, Giacomo Fais, Debora Dessì, Alessandro Concas, Paolo Follesa, Giacomo Cao, Nicola Lai

Introduction: Conventional T-flasks (T-25) filled to capacity are frequently employed to minimize shear stress arising from fluid motion during ground-based microgravity simulations using a clinostat or random positioning machine (RPM). However, this approach can introduce confounding factors, such as hypoxia and CO2 accumulation that affect cell metabolism and function. Therefore, in vitro platform simulating microgravity is crucial to distinguish true gravity-dependent responses from culture artifacts. Here, we proposed an innovative engineered culture system (F-25) with a growth area of 25 cm2 primarily designed for full-filled and clinostat experiments.

Methods: We assessed the effects of static and rotational (i.e., microgravity) full-filled cultures including conventional T-25 and eighteen customized F-25 with different medium depths, gas exchange areas and membrane types on mitochondrial function of intact C2C12 myoblasts by high resolution respirometry.

Results: After 24 h, conventional T-25 flasks, full-filled to height of H0 (2.25 cm) and with a hydrophobic-type gas exchange area of A0 (0.2 cm2) showed intact cellular respiration (ICR) and maximal uncoupled respiration (ET) rates that were more than twice those measured in partially-filled controls, whose values (40 ± 3 for ICR and 60 ± 4 for ET pmol O2 s-1 10-6 cells-1) remained unchanged between time zero and 24 h. At each medium depth (1/3H0, 2/3H0, and H0) increasing the gas exchange area from (6A0, 12A0, and 18A0) led to a progressive decrease in ICR and ET rates reaching control values. The best optimized F-25 flask configuration, combining reduced medium depth (1/3H0) with an enhanced hydrophilic gas exchange membrane of 18A0, maintained ICR and ET rates similar to partially-filled controls. The F-25 flask was further tested to assess mitochondrial function under simulated Mars, Moon, and space gravity conditions following 24 h of exposure. Under different extraterrestrial gravity conditions, ICR and ET rates were again twice than those of partially-filled controls but remained unchanged in optimized F-25 flask.

Discussion: The latter one provides a reproducible and relevant baseline, avoiding confounding factors related to O2 delivery for clinostat-based simulations. The F-25 flask setup, which allows controlled oxygenation and minimized hydrostatic artifacts, offers a versatile platform not only for space biology, but also for hypoxia studies, 3D culture systems, and tissue engineering applications requiring a defined O2 microenvironment.

简介:常规的t型烧瓶(T-25)经常被填满,以尽量减少在地面微重力模拟中使用旋转器或随机定位机(RPM)的流体运动所产生的剪切应力。然而,这种方法会引入混杂因素,如缺氧和二氧化碳积累,影响细胞代谢和功能。因此,模拟微重力的体外平台对于区分真正的重力依赖反应和培养产物至关重要。在这里,我们提出了一个创新的工程培养系统(F-25),其生长面积为25 cm2,主要用于全填充和恒温实验。方法:采用高分辨率呼吸测量法,研究静态和旋转(即微重力)全填充培养(包括常规T-25和18种定制的F-25)不同介质深度、气体交换面积和膜类型对完整C2C12成肌细胞线粒体功能的影响。结果:24 h后,传统T-25烧瓶,full-filled H0高度(2.25厘米)和hydrophobic-type A0(0.2平方厘米)的气体交换面积显示完整的细胞呼吸(ICR)和最大非耦合呼吸(ET)利率两倍以上的测量部分灌装控制,其值(40±3 ICR和60±4 ET pmol O2 s - 1 10 - 6 cells-1)保持不变之间的零和24小时的时间。在每一个中等深度(1/3H0 2/3H0,从(6A0, 12A0, 18A0)增加气体交换面积导致ICR和ET率逐渐降低,达到控制值。最佳优化的F-25烧瓶配置,结合减少的介质深度(1/ 3h)和增强的亲水性气体交换膜(18A0),保持ICR和ET率与部分填充的对照组相似。在暴露24小时后,对F-25烧瓶进行进一步测试,以评估模拟火星、月球和太空重力条件下的线粒体功能。在不同的地外重力条件下,ICR和ET率再次是部分填充对照的两倍,但在优化的F-25烧瓶中保持不变。讨论:后者提供了一个可重复的相关基线,避免了与基于恒温器的模拟的O2输送相关的混淆因素。F-25烧瓶设置允许控制氧合和最小化流体静力影响,不仅为空间生物学提供了一个多功能平台,而且还为缺氧研究、3D培养系统和需要定义的O2微环境的组织工程应用提供了一个平台。
{"title":"A novel culture flask for clinostat-based simulation of extraterrestrial gravities.","authors":"Giovanni Perra, Giacomo Fais, Debora Dessì, Alessandro Concas, Paolo Follesa, Giacomo Cao, Nicola Lai","doi":"10.3389/fcell.2026.1728827","DOIUrl":"https://doi.org/10.3389/fcell.2026.1728827","url":null,"abstract":"<p><strong>Introduction: </strong>Conventional T-flasks (T-25) filled to capacity are frequently employed to minimize shear stress arising from fluid motion during ground-based microgravity simulations using a clinostat or random positioning machine (RPM). However, this approach can introduce confounding factors, such as hypoxia and CO<sub>2</sub> accumulation that affect cell metabolism and function. Therefore, <i>in vitro</i> platform simulating microgravity is crucial to distinguish true gravity-dependent responses from culture artifacts. Here, we proposed an innovative engineered culture system (F-25) with a growth area of 25 cm<sup>2</sup> primarily designed for full-filled and clinostat experiments.</p><p><strong>Methods: </strong>We assessed the effects of static and rotational (i.e., microgravity) full-filled cultures including conventional T-25 and eighteen customized F-25 with different medium depths, gas exchange areas and membrane types on mitochondrial function of intact C<sub>2</sub>C<sub>12</sub> myoblasts by high resolution respirometry.</p><p><strong>Results: </strong>After 24 h, conventional T-25 flasks, full-filled to height of H<sub>0</sub> (2.25 cm) and with a hydrophobic-type gas exchange area of A<sub>0</sub> (0.2 cm<sup>2</sup>) showed intact cellular respiration (ICR) and maximal uncoupled respiration (ET) rates that were more than twice those measured in partially-filled controls, whose values (40 ± 3 for ICR and 60 ± 4 for ET pmol O<sub>2</sub> s<sup>-1</sup> 10<sup>-6</sup> cells<sup>-1</sup>) remained unchanged between time zero and 24 h. At each medium depth (<sup>1</sup>/<sub>3</sub>H<sub>0</sub>, <sup>2</sup>/<sub>3</sub>H<sub>0</sub>, and H<sub>0</sub>) increasing the gas exchange area from (6A<sub>0</sub>, 12A<sub>0</sub>, and 18A<sub>0</sub>) led to a progressive decrease in ICR and ET rates reaching control values. The best optimized F-25 flask configuration, combining reduced medium depth (<sup>1</sup>/<sub>3</sub>H<sub>0</sub>) with an enhanced hydrophilic gas exchange membrane of 18A<sub>0</sub>, maintained ICR and ET rates similar to partially-filled controls. The F-25 flask was further tested to assess mitochondrial function under simulated Mars, Moon, and space gravity conditions following 24 h of exposure. Under different extraterrestrial gravity conditions, ICR and ET rates were again twice than those of partially-filled controls but remained unchanged in optimized F-25 flask.</p><p><strong>Discussion: </strong>The latter one provides a reproducible and relevant baseline, avoiding confounding factors related to O<sub>2</sub> delivery for clinostat-based simulations. The F-25 flask setup, which allows controlled oxygenation and minimized hydrostatic artifacts, offers a versatile platform not only for space biology, but also for hypoxia studies, 3D culture systems, and tissue engineering applications requiring a defined O<sub>2</sub> microenvironment.</p>","PeriodicalId":12448,"journal":{"name":"Frontiers in Cell and Developmental Biology","volume":"14 ","pages":"1728827"},"PeriodicalIF":4.6,"publicationDate":"2026-02-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12957785/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147364586","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Correction: Development of a novel prognostic model based on TRPM4-Induced sodium overload-mediated cell death in kidney cancer. 更正:基于trpm4诱导钠超载介导的肾癌细胞死亡的新型预后模型的发展。
IF 4.6 2区 生物学 Q2 CELL BIOLOGY Pub Date : 2026-02-16 eCollection Date: 2026-01-01 DOI: 10.3389/fcell.2026.1800735
Wei Wang, Duo Zhao, Zijun Zhou, Bin Chen, Changwen Zhang, E Du, Longchao Zhang

[This corrects the article DOI: 10.3389/fcell.2025.1755318.].

[这更正了文章DOI: 10.3389/fcell.2025.1755318.]。
{"title":"Correction: Development of a novel prognostic model based on TRPM4-Induced sodium overload-mediated cell death in kidney cancer.","authors":"Wei Wang, Duo Zhao, Zijun Zhou, Bin Chen, Changwen Zhang, E Du, Longchao Zhang","doi":"10.3389/fcell.2026.1800735","DOIUrl":"10.3389/fcell.2026.1800735","url":null,"abstract":"<p><p>[This corrects the article DOI: 10.3389/fcell.2025.1755318.].</p>","PeriodicalId":12448,"journal":{"name":"Frontiers in Cell and Developmental Biology","volume":"14 ","pages":"1800735"},"PeriodicalIF":4.6,"publicationDate":"2026-02-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12951045/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147347228","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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Frontiers in Cell and Developmental Biology
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