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FBXL18 activating AKT/CCND1 signaling pathway mediates radioresistance in esophageal squamous cell carcinoma. FBXL18激活AKT/CCND1信号通路介导食管鳞状细胞癌的放射耐药。
IF 3.3 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-02-09
Yahui Kang, Ning Ge, Xiaolong Yuan, Bihong Zhan, Hongbo Zhang

F-box and leucine-rich repeat protein 18 (FBXL18) is closely associated with cancer progression. However, its role in regulating the radioresistance of esophageal squamous cell carcinoma (ESCC) remains unclear. Radioresistant ESCC cells were developed using fractional doses of X-ray irradiation, and validated via cell counting kit-8 (CCK-8) assay. The sensitivity of these radioresistant cells to radiotherapy was also assessed using CCK-8. The expression levels of FBXL18 and Cyclin D1 (CCND1) were analyzed through Western blotting. RNA interference (RNAi) technology was employed to investigate whether silencing FBXL18 could reduce ESCC radioresistance and inhibit the AKT/CCND1 signaling pathway. Co-immunoprecipitation and Western blotting were used to evaluate the polyubiquitination of AKT. Radioresistant ESCC cells were successfully established, and FBXL18 expression was significantly elevated in these cells. Increased levels of phosphorylated AKT (p-AKT) and CCND1 were also observed. Silencing FBXL18 notably reduced the radioresistance of ESCC cells and decreased p-AKT and CCND1 expression levels. Also, FBXL18 was found to interact with AKT, promoting its K63-linked polyubiquitination, and activating the AKT/CCND1 signaling pathway. FBXL18 interacts with AKT and facilitates its K63-linked polyubiquitination, thereby activating AKT/CCND1 signaling while maintaining the radioresistance of ESCC cells.

F-box和富亮氨酸重复蛋白18 (FBXL18)与癌症进展密切相关。然而,其在调节食管鳞状细胞癌(ESCC)放射耐药中的作用尚不清楚。使用分数剂量的x射线照射培养耐辐射ESCC细胞,并通过细胞计数试剂盒-8 (CCK-8)试验进行验证。这些放射耐药细胞对放疗的敏感性也用CCK-8进行了评估。Western blotting分析FBXL18和Cyclin D1 (CCND1)的表达水平。采用RNA干扰(RNAi)技术研究沉默FBXL18是否能降低ESCC的辐射耐药并抑制AKT/CCND1信号通路。采用免疫共沉淀法和免疫印迹法评价AKT的多泛素化作用。成功建立了ESCC耐辐射细胞,FBXL18在这些细胞中的表达显著升高。磷酸化AKT (p-AKT)和CCND1水平也升高。FBXL18的沉默显著降低了ESCC细胞的放射抵抗,降低了p-AKT和CCND1的表达水平。此外,FBXL18被发现与AKT相互作用,促进其k63连接的多泛素化,并激活AKT/CCND1信号通路。FBXL18与AKT相互作用,促进其k63连接的多泛素化,从而激活AKT/CCND1信号通路,同时维持ESCC细胞的放射耐药。
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引用次数: 0
Multifaceted roles of casein kinase 1 in health and disease: beyond cancer. 酪蛋白激酶1在健康和疾病中的多方面作用:超越癌症。
IF 3.3 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-02-09
Semi Kim, Ji Hoon Oh

Casein kinase 1 (CK1) enzymes, a family of serine/threoninespecific protein kinases, are remarkably conserved throughout evolution and exhibit diverse functionalities across eukaryotic species. While initially characterized by their role in casein (a type of milk protein) phosphorylation, subsequent investigations have unveiled their extensive involvement in fundamental biological processes, including cell division, maintenance of DNA integrity, programmed cell death, and the intricate regulation of gene transcription. Furthermore, CK1 significantly influences circadian rhythm mechanisms, highlighting its systemic regulatory importance. In mammals, multiple CK1 isoforms have been identified, each contributing to both physiological functions and various disease states. Dysregulation of CK1 activity is consistently associated with oncogenesis, where it promotes tumor cell proliferation, survival, metastasis, and resistance to therapeutic interventions. Emerging evidence also points to the critical relevance of CK1 in non-malignant conditions, such as neurodegenerative diseases, metabolic syndromes, and immune dysfunctions. In these conditions, CK1 often mediates pathogenic signaling through aberrant phosphorylation and the disruption of temporal gene expression. This review aims to re-examine the CK1 family as a versatile regulator that interacts with various pathological conditions, extending beyond its traditional classification as merely a signaling kinase. We provide an overview of the structural and functional properties of CK1 isoforms, summarize their relevance across a range of diseases, and explore novel possibilities for therapeutic interventions targeting this kinase family. Moreover, by reviewing the current understanding of CK1, we search for a new perspective on its role in maintaining cellular balance and its contribution to disease mechanisms, thereby proposing novel avenues for future research.

酪蛋白激酶1 (Casein kinase 1, CK1)是一个丝氨酸/苏氨酸特异性蛋白激酶家族,在整个进化过程中具有显著的保守性,并在真核生物物种中表现出多种功能。虽然最初的特征是它们在酪蛋白(一种牛奶蛋白)磷酸化中的作用,但随后的研究揭示了它们在基本生物过程中的广泛参与,包括细胞分裂、DNA完整性的维持、程序性细胞死亡和基因转录的复杂调节。此外,CK1显著影响昼夜节律机制,突出了其系统调节的重要性。在哺乳动物中,已经鉴定出多种CK1亚型,每种亚型都对生理功能和各种疾病状态有贡献。CK1活性的失调一直与肿瘤发生有关,它促进肿瘤细胞增殖、存活、转移和对治疗干预的抵抗。新出现的证据也指出CK1在非恶性疾病(如神经退行性疾病、代谢综合征和免疫功能障碍)中的关键相关性。在这些情况下,CK1通常通过异常磷酸化和时间基因表达的破坏介导致病信号。这篇综述的目的是重新审视CK1家族作为一种与各种病理条件相互作用的多功能调节剂,超越了其仅仅作为信号激酶的传统分类。我们概述了CK1亚型的结构和功能特性,总结了它们在一系列疾病中的相关性,并探索了针对该激酶家族的治疗干预的新可能性。此外,通过回顾目前对CK1的理解,我们寻找其在维持细胞平衡中的作用及其对疾病机制的贡献的新视角,从而为未来的研究提出新的途径。
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引用次数: 0
CaMKIV negatively regulates osteoblast differentiation by modulating c-Fos and NFATc1 signaling: an in vitro and in vivo mechanistic study. CaMKIV通过调节c-Fos和NFATc1信号负向调节成骨细胞分化:一项体外和体内机制研究。
IF 3.3 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-02-09
Jung Ha Kim, Kabsun Kim, Inyoung Kim, Semun Seong, Wonbong Lim, Jeong-Tae Koh, Nacksung Kim

The CaMKIV-c-Fos-NFATc1 axis is established in osteoclastogenesis, but its role in osteoblasts is largely unexplored. We show that this axis suppresses osteoblast differentiation and bone formation. Silencing CaMKIV increased osteogenic gene expression and mineralization, whereas overexpressing c-Fos or NFATc1 reduced osteoblast activity. Mechanistically, CaMKIV binds c-Fos and inhibits its ubiquitination, stabilizing c-Fos and elevating NFATc1. NFATc1, in turn, impairs Runx2 acetylation by competing for PCAF, thereby attenuating osteoblast maturation. Pharmacological CaMKIV inhibition with STO-609 increased bone formation in vitro and enhanced ectopic bone formation in vivo, supporting CaMKIV as a potential anabolic target for bone regeneration.

CaMKIV-c-Fos-NFATc1轴在破骨细胞发生中被建立,但其在成骨细胞中的作用在很大程度上尚未被探索。我们发现这个轴抑制成骨细胞分化和骨形成。沉默CaMKIV增加成骨基因表达和矿化,而过表达c-Fos或NFATc1则降低成骨细胞活性。机制上,CaMKIV结合c-Fos并抑制其泛素化,稳定c-Fos并升高NFATc1。反过来,NFATc1通过竞争PCAF来损害Runx2乙酰化,从而减弱成骨细胞的成熟。用STO-609抑制CaMKIV可增加体外骨形成和体内异位骨形成,支持CaMKIV作为骨再生的潜在合成代谢靶点。
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引用次数: 0
Silencing of E6/E7 proteins of HPV-16 in the CaCx cell line upregulate the expression of POTE-Paralogs. 在CaCx细胞系中,沉默HPV-16的E6/E7蛋白可上调pote - parogs的表达。
IF 3.3 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-02-09
Niranjan Kumar, Rashmi Rani Sahu, Amrita Singh, Akanksha Vyas, Saurabh Kumar, Prerona Das, Monika Sachdev

POTE proteins are known to be expressed in tissues such as normal prostate, placenta, ovary, testis, and embryo, and are collectively referred to as POTE-family proteins based on this organ-specific expression. The POTE gene spans 32 kb on chromosome 21q11.2, although its homologous genes are distributed across eight different chromosomes. POTEE, as a member of the POTE family, has been identified as a Cancer Germline Antigen (CGA) across several cancer types including Colorectal, Pancreatic, Breast, Liver, and Lung cancers. This study aims to elucidate the role of POTE-Paralogs (POTEE & POTEF) as CGA markers in Cervical Cancer (CaCx). Over 90% of CaCx cases are associated with persistent infection by high-risk HPV (HR-HPV); the E6 and E7 oncoproteins of HPV contribute to carcinogenesis through the degradation or inactivation of tumor suppressor proteins p53 and pRB, leading to uncontrolled cell proliferation. Consequently, HPV-positive cervical cancer cell lines HeLa and CaSki lack detectable expression of p53, and the expression of POTE-Paralogs is also markedly decreased, while the HPV-negative CaCx cell line C-33A exhibits high p53 expression correlated with marked upregulation of POTE-Paralogs. Treatment of C-33A cells with a p53-specific inhibitor reduced POTE-Paralogs expression. Conversely, restoring p53 expression in CaSki cells with the chemotherapeutic agent Doxorubicin resulted in increased expression of POTE-Paralogs. Furthermore, silencing of E6/E7 in CaSki cells led to restoration of both p53 and pRB expression, as well as an increase in POTEE & POTEF levels.

已知POTE蛋白在正常前列腺、胎盘、卵巢、睾丸和胚胎等组织中均有表达,基于这种器官特异性表达,将其统称为POTE家族蛋白。POTE基因全长32kb,位于染色体21q11.2上,尽管其同源基因分布在8个不同的染色体上。作为POTE家族的一员,POTEE已被确定为多种癌症类型的癌症种系抗原(CGA),包括结直肠癌、胰腺癌、乳腺癌、肝癌和肺癌。本研究旨在阐明pote - parogs (POTEE & POTEF)作为CGA标志物在宫颈癌(CaCx)中的作用。超过90%的CaCx病例与高危HPV (HR-HPV)持续感染有关;HPV的E6和E7癌蛋白通过肿瘤抑制蛋白p53和pRB的降解或失活参与癌变,导致细胞增殖失控。因此,hpv阳性的宫颈癌细胞株HeLa和CaSki缺乏p53的表达,并且pote - parogs的表达也明显降低,而hpv阴性的CaCx细胞株C-33A则表现出p53的高表达,并伴有pote - parogs的显著上调。用p53特异性抑制剂处理C-33A细胞可降低pote - parogs的表达。相反,使用化疗药物阿霉素恢复CaSki细胞中p53的表达会导致pote - parogs的表达增加。此外,CaSki细胞中E6/E7的沉默导致p53和pRB表达的恢复,以及POTEE和POTEF水平的增加。
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引用次数: 0
Cell-penetrating H3 tail peptides suppress osteoclast differentiation via inhibition of MMP-9-mediated histone H3 clipping. 细胞穿透H3尾肽通过抑制mmp -9介导的组蛋白H3剪切来抑制破骨细胞分化。
IF 3.3 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-02-09
Seokchan Lee, Jisu Lee, Sun-Ju Yi, Kyunghwan Kim

Osteoclast-mediated bone resorption is closely linked to bone formation, and any disruption in this process can lead to diseases such as osteoporosis. Matrix metalloproteinase-9 (MMP-9) is a nuclear histone protease that specifically cleaves the N-terminal tail (NT) of histone H3 at osteoclastogenic gene loci, thereby facilitating transcription and osteoclast differentiation. In this study, we developed tandem H3 tail peptides (residues 1-40) fused to a cell-penetrating peptide (CPP) to serve as competitive inhibitors of MMP-9. Both wild-type (WT) and P16G mutant peptides effectively localized to the nucleus, inhibited RANKL-induced osteoclast differentiation, and downregulated MMP-9 target genes (Xpr1, Nfatc1) as well as osteoclast-specific genes (Ctsk, Mmp9, Trap, Oscar) without impacting precursor proliferation. Mechanistically, both peptides inhibited MMP-9-mediated H3 NT clipping and decreased H3K18 acetylation by competitively binding to p300, thus disrupting a crucial epigenetic step necessary for histone clipping. While WT and P16G peptides exhibited similar binding affinities to MMP-9, the P16G mutant was resistant to proteolytic cleavage, allowing it to remain associated with MMP-9 for a longer period, which resulted in more effective inhibition of H3 NT clipping and osteoclastogenesis. Collectively, these findings indicate that histone H3 tail-derived peptides inhibit osteoclast differentiation by simultaneously targeting p300-dependent histone acetylation and MMP-9-mediated histone proteolysis. Our study provides valuable mechanistic insights into the epigenetic regulation of osteoclastogenesis and emphasizes engineered histone-derived peptides as a promising class of selective therapeutic inhibitors for osteoclast-driven bone diseases.

破骨细胞介导的骨吸收与骨形成密切相关,这一过程中的任何破坏都可能导致骨质疏松症等疾病。基质金属蛋白酶-9 (Matrix metalloproteinase-9, MMP-9)是一种核组蛋白蛋白酶,它能特异性地在破骨基因位点切割组蛋白H3的n端尾部,从而促进转录和破骨细胞分化。在这项研究中,我们开发了串联H3尾部肽(残基1-40)与细胞穿透肽(CPP)融合,作为MMP-9的竞争性抑制剂。野生型(WT)和P16G突变肽均有效定位于细胞核,抑制rankl诱导的破骨细胞分化,下调MMP-9靶基因(Xpr1, Nfatc1)以及破骨细胞特异性基因(Ctsk, Mmp9, Trap, Oscar),而不影响前体增殖。从机制上说,这两种肽都抑制了mmp -9介导的H3 NT剪切,并通过与p300的竞争性结合降低了H3K18的乙酰化,从而破坏了组蛋白剪切所必需的关键表观遗传步骤。虽然WT和P16G多肽与MMP-9具有相似的结合亲和力,但P16G突变体对蛋白水解裂解具有抗性,使其与MMP-9保持较长时间的关联,从而更有效地抑制H3 NT剪切和破骨细胞生成。总的来说,这些发现表明组蛋白H3尾部衍生肽通过同时靶向p300依赖的组蛋白乙酰化和mmp -9介导的组蛋白蛋白水解来抑制破骨细胞分化。我们的研究为破骨细胞发生的表观遗传调控提供了有价值的机制见解,并强调工程组蛋白衍生肽是一类有前途的选择性治疗抑制剂,用于破骨细胞驱动的骨病。
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引用次数: 0
FOXO6 activation promotes hepatic steatosis via PPARα inhibition in aged male rats. FOXO6激活通过抑制PPARα促进老年雄性大鼠肝脏脂肪变性。
IF 3.3 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-02-09
Yeong Un Kim, Ji Hyun Park, Dae Hyun Kim

Aging contributes to hepatic steatosis by increasing de novo lipogenesis. The Forkhead box O6 (FOXO6) transcription factor links insulin signaling to lipid metabolism. Activated FOXO6 induces hyperlipidemia and decreases peroxisome proliferator-activated receptor alpha (PPARα), thereby promoting hepatic lipogenesis. In this paper, we describe the role of FOXO6 in hepatic steatosis in aged male rats and liver cells, and examine the relationship between FOXO6 and PPARα, and the functional consequences of their altered interaction. We find that FOXO6 induces lipid accumulation by inhibiting PPARα in aged male rat livers. Our data show that AKT signaling negatively regulates FOXO6-induced hepatic lipid accumulation, and that a key β-oxidation gene, PPARα, is decreased in aged livers. We further demonstrate that FOXO6 activation decreases PPARα expression and increases lipid accumulation. Furthermore, interaction between FOXO6 and PPARα promotes hepatic steatosis in aged males. Also, high glucose upregulates Foxo6, reduces β-oxidation gene expression, and increases cellular TG-mediated lipid accumulation. Transcriptional activation of FOXO6 by aging and high glucose cause lipid accumulation by downregulating PPARα and hyperglycemia-responsive genes in aged male rats and liver cell cultures. We provide evidence that age-related insulin resistance suppresses β-oxidation through interaction between FOXO6 and PPARα, thereby promoting hepatic lipid accumulation in aged male rats.

衰老通过增加新生脂肪生成而促进肝脏脂肪变性。叉头盒O6 (FOXO6)转录因子将胰岛素信号传导与脂质代谢联系起来。激活FOXO6诱导高脂血症,降低过氧化物酶体增殖物激活受体α (PPARα),从而促进肝脏脂肪生成。在本文中,我们描述了FOXO6在老年雄性大鼠肝脂肪变性和肝细胞中的作用,并研究了FOXO6和PPARα之间的关系,以及它们改变相互作用的功能后果。我们发现FOXO6通过抑制PPARα在老年雄性大鼠肝脏中诱导脂质积累。我们的数据表明,AKT信号负调控foxo6诱导的肝脏脂质积累,并且关键的β氧化基因PPARα在衰老肝脏中减少。我们进一步证明FOXO6激活降低PPARα表达并增加脂质积累。此外,FOXO6和PPARα之间的相互作用促进了老年男性肝脏脂肪变性。此外,高糖上调Foxo6,降低β-氧化基因表达,增加tg介导的细胞脂质积累。衰老和高糖介导的FOXO6转录激活通过下调PPARα和高血糖反应基因在老年雄性大鼠和肝细胞培养中引起脂质积累。我们提供的证据表明,年龄相关的胰岛素抵抗通过FOXO6和PPARα之间的相互作用抑制β-氧化,从而促进老年雄性大鼠肝脏脂质积累。
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引用次数: 0
MT1B overexpression enhances malignancy of A549 non-small cell lung cancer cells. MT1B过表达增强A549非小细胞肺癌细胞的恶性。
IF 3.3 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-01-12
Yoon Hee Park, Hong Lee, Haewon Kim, Hayan Park, Su A Park, Jin Young Choi, Chaewon Park, Yoon Jeong Nam, Hyejin Lee, Yu-Seon Lee, Jaeyoung Kim, Byoungcheun Lee, Hye-Jin Kim, Ju-Han Lee, Sang Hoon Jeong

Metallothioneins (MTs) are metal-binding proteins that are involved in heavy metal homeostasis and protection against oxidative stress. The MT1 family comprises several isoforms that are implicated in various diseases, including cancer. Although the dysregulated expression of MT1 isoforms has been observed in lung cancer, the specific role of MT isoform MT1B remains unclear. To investigate the role of MT1B in lung cancer progression, A549 lung cancer cells were transfected with an MT1B expression vector. In vitro assays were performed to assess cell viability, migration, invasion, and colony formation. Western blot analysis revealed increased expression of epithelial-mesenchymal transition (EMT) markers Snail, vimentin, and N-cadherin, and decreased levels of E-cadherin, indicating EMT induction. In the xenograft model, the MT1B-transfected group formed tumors more rapidly and exhibited significantly increased tumor growth compared to the controls. In addition, RNA sequencing was performed to identify MT1B-dependent gene alterations, and Ingenuity Pathway Analysis (IPA) was applied to characterize the canonical pathways and predicted biological functions associated with these MT1B-specific genes. These findings suggest that cellular MT1B overexpression has the potential to promote lung cancer growth.

金属硫蛋白(MTs)是一种金属结合蛋白,参与重金属稳态和氧化应激保护。MT1家族包括与包括癌症在内的各种疾病有关的几种亚型。虽然在肺癌中已经观察到MT1异构体的表达失调,但MT异构体MT1B的具体作用尚不清楚。为了研究MT1B在肺癌进展中的作用,我们用MT1B表达载体转染了A549肺癌细胞。进行体外实验以评估细胞活力、迁移、侵袭和集落形成。Western blot分析显示,上皮-间质转化(EMT)标志物Snail、vimentin和N-cadherin的表达增加,E-cadherin水平降低,表明EMT诱导。在异种移植模型中,与对照组相比,转染mt1b组形成肿瘤的速度更快,肿瘤生长明显增加。此外,研究人员还进行了RNA测序以鉴定mt1b依赖性基因的改变,并应用独创性途径分析(Ingenuity Pathway Analysis, IPA)来表征典型途径并预测与这些mt1b特异性基因相关的生物学功能。这些发现提示细胞MT1B过表达有促进肺癌生长的潜力。
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引用次数: 0
Stress Granules as a Central Hub Linking Organelle Stress, Aging, and Neurodegeneration. 应激颗粒是连接细胞器应激、衰老和神经退行性变的中心枢纽。
IF 3.3 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-01-12
Hyun-Ji Ham, Jin-A Lee

Stress granules (SGs) are dynamic cytoplasmic assemblies composed of RNAs and proteins that form in response to cellular stress, serving to halt translation and protect cellular integrity. In neurons, SGs mediate adaptive, pro-survival responses to acute stress; however, their dysregulation has been increasingly associated with both aging and neurodegenerative diseases. Aging neurons frequently exhibit changes in SG dynamics - with an increased propensity to form SGs while displaying reduced efficiency in their clearance - resulting in persistent granules that can facilitate the accumulation of pathological protein aggregates (e.g., TDP-43 or tau). Aberrant SG formation and defective clearance mechanisms are implicated in the pathogenesis of key neurodegenerative disorders, including amyotrophic lateral sclerosis (ALS), frontotemporal dementia (FTD), Alzheimer's disease (AD), and Parkinson's disease (PD). Recent findings have shown that SGs interface with organelles such as lysosomes, mitochondria, and the endoplasmic reticulum, utilizing autophagic and other protein quality-control mechanisms for clearance. As these clearance pathways progressively decline with age, SGs can transition from promoting cellular adaptation to contributing to cellular dysfunction. In this mini-review, we examine how aging influences SG biology, detail the role of SGs in neurodegenerative diseases, and discuss emerging mechanistic insights and therapeutic strategies aimed at modulating SG dynamics in the context of brain aging.

应激颗粒(Stress granules, SGs)是一种由rna和蛋白质组成的动态细胞质组件,在细胞应激反应中形成,用于停止翻译和保护细胞完整性。在神经元中,SGs介导对急性应激的适应性、促生存反应;然而,它们的失调越来越多地与衰老和神经退行性疾病相关。衰老神经元经常表现出SG动力学的变化——形成SGs的倾向增加,同时显示其清除效率降低——导致持久的颗粒,可以促进病理蛋白聚集体的积累(例如,TDP-43或tau)。异常的SG形成和缺陷的清除机制与主要神经退行性疾病的发病机制有关,包括肌萎缩侧索硬化症(ALS)、额颞叶痴呆(FTD)、阿尔茨海默病(AD)和帕金森病(PD)。最近的研究表明,SGs与溶酶体、线粒体和内质网等细胞器结合,利用自噬和其他蛋白质质量控制机制进行清除。随着年龄的增长,这些清除途径逐渐减少,SGs可以从促进细胞适应转变为导致细胞功能障碍。在这篇小型综述中,我们研究了衰老如何影响SG生物学,详细介绍了SG在神经退行性疾病中的作用,并讨论了在脑衰老背景下旨在调节SG动力学的新机制见解和治疗策略。
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引用次数: 0
Deep learning application for genomic data analysis. 基因组数据分析的深度学习应用。
IF 3.3 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-01-01
Chang Beom Jeong, Hyein Cho, Daechan Park

Modern genomic sequencing techniques have advanced rapidly, thereby improving data production rates and dimensionality. With this accelerated growth, machine learning, especially deep learning, has been leveraged to analyze complex data and complement conventional bioinformatics methods. Deep learning approaches have been successfully applied in genomics, leading to the development of state-of-the-art models and significantly improved interpretation of genomic data. Here, we review deep learning models in four genomic domains: variant calling, gene expression regulation, motif finding, and 3D chromatin interactions. We summarize the key aspects of model development, such as training and generalization, that enable the efficient application of deep learning models in genomic research. Real-world applications have demonstrated the reliability and efficiency of these models for predicting genomic profiles. Finally, we highlight the future directions of deep learning approaches in genomics by discussing the challenges related to genome tokenization and multi-omics data integration. [BMB Reports 2026; 59(1): 60-68].

现代基因组测序技术发展迅速,从而提高了数据的生成速度和维度。随着这种加速增长,机器学习,特别是深度学习,已经被用来分析复杂的数据,并补充传统的生物信息学方法。深度学习方法已经成功地应用于基因组学,导致了最先进的模型的发展,并显著改善了基因组数据的解释。在这里,我们回顾了四个基因组领域的深度学习模型:变异召唤、基因表达调控、基序发现和三维染色质相互作用。我们总结了模型开发的关键方面,如训练和泛化,使深度学习模型在基因组研究中的有效应用成为可能。实际应用已经证明了这些模型预测基因组谱的可靠性和效率。最后,我们通过讨论与基因组标记化和多组学数据集成相关的挑战,强调了基因组学中深度学习方法的未来方向。
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引用次数: 0
Imperfect repair in aging: senescent cells and the hepatic fibrotic niche. 衰老过程中的不完全修复:衰老细胞和肝纤维化生态位。
IF 3.3 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-01-01
Juyeon Kim, Minseong Kim, Chuna Kim

Aging proceeds in a nonuniform spatiotemporal manner across tissues. While metabolic stress and chronic inflammation are implicated, the underlying mechanisms remain elusive. Here, we propose that imperfect wound healing-a failure of full resolution-creates and sustains pathological niches that drive progressive age-related dysfunction. Using the liver as a model system, we deconstruct this 'imperfect repair'. We posit that it is driven by a pro-fibrotic, non-resolving microenvironment sustained by complex crosstalk between functionally heterogeneous senescent cells and non-senescent scar-associated cell (SAC) populations (including macrophages, endothelial cells (ECs), and hepatic stellate cells (HSCs)). This pathological ecosystem is further shaped by the spatial context of hepatic zonation collapse, and the dysregulation of core signaling hubs, like WNT, Transforming Growth Factor (TGF)-β, and YAP and TAZ (YAP/TAZ). Viewing aging through the lens of imperfect repair provides a unifying framework linking senescence, inflammation, and fibrosis. This perspective shifts the therapeutic paradigm from targeting single senescent cells toward engineering the pathological niche itself, and redirects focus from end-stage disease, to the sub-clinical, spatial origins of tissue vulnerability. [BMB Reports 2026; 59(1): 13-26].

衰老在组织中以非均匀的时空方式进行。虽然代谢应激和慢性炎症有牵连,但潜在的机制仍然难以捉摸。在这里,我们提出不完美的伤口愈合——完全解决的失败——创造并维持病理壁龛,驱动进行性年龄相关功能障碍。使用肝脏作为模型系统,我们解构了这种“不完美的修复”。我们假设它是由促纤维化、非溶解微环境驱动的,微环境是由功能异质的衰老细胞和非衰老疤痕相关细胞(SAC)群体(包括巨噬细胞、内皮细胞(ECs)和肝星状细胞(hsc))之间的复杂串扰维持的。这种病理生态系统进一步由肝分区崩溃的空间背景和核心信号中枢(如WNT、转化生长因子(TGF)-β、YAP和TAZ (YAP/TAZ))的失调所塑造。通过不完善的修复来观察衰老提供了一个连接衰老、炎症和纤维化的统一框架。这一观点将治疗范式从针对单个衰老细胞转向改造病理生态位本身,并将焦点从终末期疾病重新定向到组织易感性的亚临床、空间起源。
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引用次数: 0
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