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Single-Cell Network Analysis Reveals Cell-Type-Specific Pathology following Retinal Detachment. 单细胞网络分析揭示视网膜脱离后细胞类型特异性病理。
IF 3.6 2区 医学 Q1 PATHOLOGY Pub Date : 2026-04-01 Epub Date: 2026-01-30 DOI: 10.1016/j.ajpath.2025.12.015
Yuanye Yan, Yupu Xu, Ziyang Ye, Feiyu Jin, Haomin Wu, Zhouhuan Xi, Lisong Wang, Li Lu, Shisong Ma, Kai Dong

Retinal detachment (RD) is an ocular emergency that can lead to irreversible vision loss. However, because of the cellular heterogeneity within the retina, the pathologic alterations following RD remain insufficiently elucidated. In this study, single-cell RNA sequencing was performed on retinal tissues from patients with RD, and the data were analyzed using the single-cell graphical Gaussian model, a gene co-expression network analysis algorithm developed by our team. Single-cell graphical Gaussian model analysis revealed several cell-type-specific gene modules (GMs) following RD, which were further validated. We observed a GM associated with the glycolytic process that was up-regulated across most cell clusters, and further confirmed that anaerobic glycolysis in the retina was markedly increased following RD. In addition, a GM associated with apoptosis regulation was significantly enriched in rod cells. In Müller cells, the GM related to extracellular matrix organization was down-regulated. In microglia, GMs related to leukocyte migration were up-regulated, potentially involving the fibronectin 1 pathway, and limited evidence suggested T-cell infiltration into the retina following RD, with both findings remaining preliminary and requiring further validation. Overall, this study reveals cell-type-specific pathologic changes following RD, providing deeper insight into the pathologic mechanisms underlying visual dysfunction following RD.

视网膜脱离(RD)是一种眼部急症,可导致不可逆的视力丧失。然而,由于视网膜内的细胞异质性,RD后的病理改变仍不充分阐明。本研究对RD患者视网膜组织进行单细胞RNA测序(scRNA-Seq),并使用我们团队开发的基因共表达网络分析算法单细胞图形高斯模型(SingleCellGGM)对数据进行分析。SingleCellGGM分析揭示了RD后的几个细胞类型特异性基因模块(GMs),并进一步验证了这些基因模块。我们观察到与糖酵解过程相关的GM在大多数细胞簇中上调,并进一步证实视网膜厌氧糖酵解在RD后显著增加。此外,与凋亡调节相关的GM在杆状细胞中显著富集。在m ller细胞中,与细胞外基质(ECM)组织相关的GM下调。在小胶质细胞中,与白细胞迁移相关的GM上调,可能涉及纤维连接蛋白1 (FN1)途径,有限的证据表明RD后t细胞浸润到视网膜,这两项发现仍处于初步阶段,需要进一步验证。总的来说,本研究揭示了RD后细胞类型特异性的病理变化,为RD后视觉功能障碍的病理机制提供了更深入的认识。
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引用次数: 0
Deficiency of Mesencephalic Astrocyte-Derived Neurotrophic Factor Aggravates Acute Pancreatitis in Mice. 中脑星形细胞源性神经营养因子缺乏可加重小鼠急性胰腺炎。
IF 3.6 2区 医学 Q1 PATHOLOGY Pub Date : 2026-04-01 Epub Date: 2026-01-16 DOI: 10.1016/j.ajpath.2025.12.009
Hui Li, Murong Ma, Wen Wen, Mariah R Leidinger, Di Hu, Zuohui Zhang, Hong Lin, Jia Luo

Acute pancreatitis (AP) is a common, potentially severe inflammatory disease of the pancreas. Although environmental triggers such as alcohol and gallstones are well known, only a subset of exposed individuals develop AP, suggesting that genetic or intrinsic factors contribute to disease onset and severity. Endoplasmic reticulum (ER) stress has emerged as a key pathogenic mechanism in AP due to the essential role of the ER in protein synthesis, folding, and degradation (proteostasis). Mesencephalic astrocyte-derived neurotrophic factor (MANF) is an ER stress-inducible protein highly expressed in the pancreas and critical for proteostasis, but its role in AP remains unclear. To investigate this, pancreas-specific Manf knockout mice were generated using the Cre/loxP system and subjected them to caerulein- or alcohol-induced AP. In both models, MANF deficiency worsened pancreatic injury, as evidenced by elevated ER stress markers [phosphorylated eukaryotic initiation factor 2 alpha (p-eIF2α) and glucose-regulated protein 78 (GRP78)], apoptosis (cleaved caspase-3), inflammation (IL-6 and tumor necrosis factor α), regeneration (Ki67), and elevated pancreatic lipase levels. In the caerulein model, male Manf knockout mice exhibited higher oxidative stress and macrophage infiltration than female mice. In the alcohol model, both sexes showed increased inflammation and macrophage infiltration, but oxidative stress and high mobility group box 1 expression were again more prominent in male mice. These findings suggest that MANF contributes to pancreatic resilience under stress conditions and may influence sex-dependent responses during AP.

急性胰腺炎(AP)是一种常见的、潜在的严重的胰腺炎症性疾病。虽然酒精和胆结石等环境诱因是众所周知的,但只有一小部分暴露的个体会发展为AP,这表明遗传或内在因素有助于疾病的发病和严重程度。由于内质网(ER)在蛋白质合成、折叠和降解(蛋白质静止)中发挥重要作用,内质网(ER)应激已成为AP的关键致病机制。中脑星形胶质细胞衍生神经营养因子(MANF)是一种内质网应激诱导蛋白,在胰腺中高度表达,对蛋白质稳态至关重要,但其在AP中的作用尚不清楚。为了研究这一点,我们使用Cre/loxP系统生成了胰腺特异性Manf敲除(Manf- ko)小鼠,并将它们施加于小蛋白或酒精诱导的AP。在两种模型中,Manf缺乏加重了胰腺损伤,这可以通过内质网应激标志物(p-eIF2α, GRP78),细胞凋亡(cleaved caspase-3),炎症(IL-6, TNFα),再生(Ki67)和胰脂肪酶水平升高来证明。在蛋白模型中,雄性Manf-KO小鼠表现出比雌性更高的氧化应激和巨噬细胞浸润。在酒精模型中,两性均表现出炎症和巨噬细胞浸润增加,但氧化应激和HMGB1表达在雄性中再次更为突出。这些发现表明,MANF有助于应激条件下胰腺的恢复能力,并可能影响AP期间的性别依赖性反应。
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引用次数: 0
The pathogenic ADAMTSL2 D167N variant causes geleophysic dysplasia-like connective tissue changes in mice. 致病性ADAMTSL2 D167N变异引起小鼠胶质物理发育不良样结缔组织改变。
IF 3.6 2区 医学 Q1 PATHOLOGY Pub Date : 2026-03-19 DOI: 10.1016/j.ajpath.2026.03.002
Connie Lin, Divya I Sivakumar, Ana D Alcocer, Sophia T Gavalas, Nandaraj Taye, Deborah E Seifert, Zerina Balic, Timothy J Mead, Dirk Hubmacher

Geleophysic dysplasia (GD) is caused by recessive mutations in ADAMTSL2 (GD1, ∼50% of cases), or dominant mutations in FBN1 (GD2, ∼50% of cases) or LTBP3 (GD3, <1% of cases). GD is characterized by severe short stature and other skeletal abnormalities, characteristic facial features, thick skin, and hypermuscular build. Life-threatening complications can arise from progressive heart valve disease and narrowing of the large airways, resulting in ∼33% mortality before the age of five. Despite high childhood mortality and significant morbidity, no disease-modifying treatments exist for GD. To model disease progression and enable efficacy testing of mechanism-based therapeutic approaches, a mouse model for severe GD1 was generated by introducing the patient-specific ADAMTSL2 c.499G>A (p.D167N) mutation into the mouse Adamtsl2 locus. Homozygous Adamtsl2D167N/D167N (D167N) mice had reduced postnatal survival and developed short stature. Like GD1 patients, radiographs demonstrated significantly shortened hind- and forelimb bones with delayed mineralization and abnormally shaped (ovoid) vertebrae. Histological investigation revealed a shortened growth plate, suggesting abnormalities in chondrogenesis. Cardiac histomorphometry revealed dysplastic aortic heart valves, consistent with progressive heart valve disease observed in GD1 patients. In the lungs, bronchial obstruction by vesicular structures was observed, as previously reported for global Adamtsl2 knockout mice, likely resulting in occlusion of the affected airways. Thus, the ADAMTSL2 D167N mouse model recapitulates key clinical manifestations of GD1 patients.

Geleophysic dysplasia (GD)是由ADAMTSL2 (GD1,约50%的病例)的隐性突变或FBN1 (GD2,约50%的病例)或LTBP3 (GD3, A (p.D167N)突变引起的小鼠ADAMTSL2位点。纯合子Adamtsl2D167N/D167N (D167N)小鼠的产后存活率降低,身材矮小。与GD1患者一样,x线片显示后肢和前肢骨明显缩短,矿化延迟,椎骨形状异常(卵形)。组织学检查显示生长板缩短,提示软骨形成异常。心脏组织形态测量显示心脏主动脉瓣发育不良,与GD1患者观察到的进行性心脏瓣膜疾病一致。在肺部,观察到由囊泡结构引起的支气管阻塞,如先前在Adamtsl2基因敲除小鼠中报道的那样,可能导致受影响气道闭塞。因此,ADAMTSL2 D167N小鼠模型概括了GD1患者的关键临床表现。
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引用次数: 0
Notch1-Gli1 axis reprograms macrophage polarization and promotes hepatic inflammation and fibrosis in metabolic dysfunction-associated steatohepatitis. Notch1-Gli1轴重编程巨噬细胞极化,促进代谢功能障碍相关脂肪性肝炎的肝脏炎症和纤维化。
IF 3.6 2区 医学 Q1 PATHOLOGY Pub Date : 2026-03-19 DOI: 10.1016/j.ajpath.2026.03.001
Haihua Chen, Min Yang, Xiaopeng Tu, Jiahui Li, Changyong Li, Jian Xia

There has been extensive interest in metabolic dysfunction-associated steatotic liver disease (MASLD) and its more advanced stage, metabolic dysfunction-associated steatohepatitis (MASH). Although several studies have highlighted the importance of hepatocyte Notch signaling in MASH-related liver fibrosis, the role of macrophage Notch signaling in MASH-related fibrosis has been less explored. This study found that Notch1 signaling in hepatic macrophages was significantly activated in a high-fat diet (HFD)-induced mouse model of MASH. Depletion of myeloid Notch1 led to a significant reduction in disease progression in this HFD-induced MASH model, as evidenced by reduced hepatic inflammation, steatosis, and fibrosis in HFD-fed, myeloid-specific Notch1 knockout mice. Intriguingly, disruption of Notch1 suppressed the expression of Gli1, a key transcription factor in the Hedgehog signaling pathway, and promoted M2-like macrophage polarization in the injured liver. Furthermore, the Notch1 deletion-mediated effects-namely, M2 macrophage polarization and the reduction in hepatic steatosis and fibrosis-were reversed by treatment with the Hedgehog agonist SAG in HFD-fed mice. In vitro experiments further demonstrated that Notch1 deletion promoted a shift in macrophage polarization toward the M2 phenotype by inhibiting Gli1 expression. Collectively, these findings identify the Notch1-Gli1 axis as a novel regulator of macrophage polarization, hepatic inflammation, steatosis, and fibrosis in MASH.

代谢功能障碍相关脂肪性肝病(MASLD)及其晚期代谢功能障碍相关脂肪性肝炎(MASH)已经引起了广泛的兴趣。尽管一些研究强调了肝细胞Notch信号在mash相关肝纤维化中的重要性,但巨噬细胞Notch信号在mash相关纤维化中的作用却很少被探索。本研究发现,在高脂饮食(HFD)诱导的小鼠MASH模型中,肝巨噬细胞中的Notch1信号被显著激活。在这种hfd诱导的MASH模型中,髓系Notch1的缺失导致疾病进展的显著减少,在喂食hfd的髓系特异性Notch1敲除小鼠中,肝脏炎症、脂肪变性和纤维化的减少证明了这一点。有趣的是,Notch1的破坏抑制了Hedgehog信号通路关键转录因子Gli1的表达,促进了损伤肝脏中m2样巨噬细胞的极化。此外,在hfd喂养的小鼠中,用Hedgehog受体激动剂SAG治疗可以逆转Notch1缺失介导的效应,即M2巨噬细胞极化和肝脂肪变性和纤维化的减少。体外实验进一步证明,Notch1缺失通过抑制Gli1表达,促进巨噬细胞向M2表型极化。总的来说,这些发现确定了Notch1-Gli1轴是MASH中巨噬细胞极化、肝脏炎症、脂肪变性和纤维化的新调节剂。
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引用次数: 0
R-propranolol Promotes the Adipogenesis and Subsequent Apoptosis of Hemangioma Stem Cells through the PERK Signaling Pathway. r -心得安通过PERK信号通路促进血管瘤干细胞的脂肪形成和随后的凋亡。
IF 3.6 2区 医学 Q1 PATHOLOGY Pub Date : 2026-03-19 DOI: 10.1016/j.ajpath.2026.02.008
Suyang Chen, Rong Wang, Yanyu Guo, Shaodong Yang, Guoyong Tong, Yu Sun, Xiaoshun Zhou, Dongsheng Mou, Wenqun Zhong, Yu Cai

Propranolol is currently the first-line therapy for infantile hemangioma (IH); however, its use is limited by notable adverse effects. The non-beta blocker enantiomer of propranolol, R-propranolol, represents a promising alternative for IH treatment. In this study, the efficacy of R-propranolol and its underlying mechanism in IH involution were investigated. The protein kinase RNA-like endoplasmic reticulum kinase (PERK) signaling pathway was required for the adipogenic potential of hemangioma stem cells (HemSCs), whereas prolonged PERK activation led to apoptosis. R-propranolol and racemic propranolol induces comparable HemSCs adipogenesis. R-propranolol showed a stronger ability to disrupt protein homeostasis in HemSCs than racemic propranolol, as indicated by increased protein misfolding and enhanced activation of the PERK signaling pathway. Notably, R-propranolol induced HemSCs apoptosis more effectively than racemic propranolol. This effect was attenuated by the PERK inhibitor GSK2606414. Immunostaining of clinical specimens further showed that PERK expression was higher in involuting IH samples than in proliferating IH samples. Together, these findings demonstrate that R-propranolol promotes adipogenesis and subsequent apoptosis of HemSCs through activation of the PERK signaling pathway.

心得安是目前治疗婴幼儿血管瘤(IH)的一线药物;然而,它的使用受到明显副作用的限制。普萘洛尔的非受体阻滞剂对映体r -普萘洛尔是治疗IH的一个很有前途的选择。在本研究中,研究r -心得安在IH复发中的疗效及其潜在机制。蛋白激酶rna样内质网激酶(PERK)信号通路是血管瘤干细胞(HemSCs)成脂潜能所必需的,而延长的PERK激活会导致细胞凋亡。r -心得安和外消旋心得安诱导的造血干细胞脂肪形成相似。r -心得安比外消旋心得安更能破坏HemSCs中的蛋白质稳态,这可以通过增加蛋白质错误折叠和增强PERK信号通路的激活来证明。值得注意的是,r -心得安比外消旋心得安更有效地诱导HemSCs凋亡。该效应被PERK抑制剂GSK2606414减弱。临床标本的免疫染色进一步表明,与增殖性IH样品相比,累及性IH样品中的PERK表达更高。总之,这些发现表明r -心得安通过激活PERK信号通路促进HemSCs的脂肪形成和随后的凋亡。
{"title":"R-propranolol Promotes the Adipogenesis and Subsequent Apoptosis of Hemangioma Stem Cells through the PERK Signaling Pathway.","authors":"Suyang Chen, Rong Wang, Yanyu Guo, Shaodong Yang, Guoyong Tong, Yu Sun, Xiaoshun Zhou, Dongsheng Mou, Wenqun Zhong, Yu Cai","doi":"10.1016/j.ajpath.2026.02.008","DOIUrl":"https://doi.org/10.1016/j.ajpath.2026.02.008","url":null,"abstract":"<p><p>Propranolol is currently the first-line therapy for infantile hemangioma (IH); however, its use is limited by notable adverse effects. The non-beta blocker enantiomer of propranolol, R-propranolol, represents a promising alternative for IH treatment. In this study, the efficacy of R-propranolol and its underlying mechanism in IH involution were investigated. The protein kinase RNA-like endoplasmic reticulum kinase (PERK) signaling pathway was required for the adipogenic potential of hemangioma stem cells (HemSCs), whereas prolonged PERK activation led to apoptosis. R-propranolol and racemic propranolol induces comparable HemSCs adipogenesis. R-propranolol showed a stronger ability to disrupt protein homeostasis in HemSCs than racemic propranolol, as indicated by increased protein misfolding and enhanced activation of the PERK signaling pathway. Notably, R-propranolol induced HemSCs apoptosis more effectively than racemic propranolol. This effect was attenuated by the PERK inhibitor GSK2606414. Immunostaining of clinical specimens further showed that PERK expression was higher in involuting IH samples than in proliferating IH samples. Together, these findings demonstrate that R-propranolol promotes adipogenesis and subsequent apoptosis of HemSCs through activation of the PERK signaling pathway.</p>","PeriodicalId":7623,"journal":{"name":"American Journal of Pathology","volume":" ","pages":""},"PeriodicalIF":3.6,"publicationDate":"2026-03-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147493537","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Machine Learning Predicts Adequacy of Rapid Onsite Evaluation in Fine Needle Aspirations in Lung Cancer Cytology. 机器学习预测肺癌细胞学细针穿刺快速现场评估的充分性。
IF 3.6 2区 医学 Q1 PATHOLOGY Pub Date : 2026-03-18 DOI: 10.1016/j.ajpath.2026.03.004
Christian Brechenmacher, Brie Kezlarian, Gregor Weirich, Stephany Botelho, Buraphol Wangsaroj, Darren Buonocore, Peter J Schüffler

Lung cancer is projected to become the leading cause of cancer-related mortality in both smoking and non-smoking populations. Rapid onsite evaluation (ROSE) of fine-needle aspiration specimens is essential for timely diagnosis and procedural decision-making during lung cancer assessment. We developed a machine-learning pipeline for cell-based adequacy assessment and lesion detection that integrates automated cell detection, convolutional neural network-based cell classification, and slide-level aggregation using a random forest model. On held-out test data, binary classifiers for lymphocytes and tumor cells achieved accuracies of 91.5% and 92.7% with recalls of 92.6% and 93.1%, respectively. The end-to-end ROSE system demonstrated class accuracies of 82-85%, comparable to human cytologist performance, and a lesion-focused classifier reached a recall of 92.0%. These findings indicate that machine-learning-based cell analysis can support ROSE by expediting adequacy assessment and improving diagnostic yield during TBNA procedures.

肺癌预计将成为吸烟和不吸烟人群中癌症相关死亡的主要原因。在肺癌评估中,细针抽吸标本的快速现场评价(ROSE)对于及时诊断和程序决策至关重要。我们开发了一种机器学习管道,用于基于细胞的充分性评估和病变检测,该管道集成了自动细胞检测、基于卷积神经网络的细胞分类和使用随机森林模型的幻灯片级聚合。在测试数据上,淋巴细胞和肿瘤细胞的二元分类器的准确率分别为91.5%和92.7%,召回率分别为92.6%和93.1%。端到端ROSE系统的分类准确率为82-85%,与人类细胞学家的表现相当,病灶分类器的召回率达到92.0%。这些发现表明,基于机器学习的细胞分析可以通过加速充分性评估和提高TBNA过程中的诊断率来支持ROSE。
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引用次数: 0
Epigenetic and Transcriptional Regulatory Networks Underlying Psoriasis Pathogenesis. 银屑病发病机制的表观遗传和转录调控网络。
IF 3.6 2区 医学 Q1 PATHOLOGY Pub Date : 2026-03-17 DOI: 10.1016/j.ajpath.2026.03.003
Hemraj Singh, Rajeev Taliyan

Psoriasis is a chronic, immune-mediated dermatological disorder characterized by hyperproliferation of keratinocytes and dysregulated immune signaling. Although genome-wide association studies (GWAS) have identified susceptibility loci, the disease's multifactorial nature underscores the importance of non-genetic regulatory mechanisms. Among these epigenetic modifications are those that critically link genetic predisposition with environmental stimuli. This review offers an in-depth overview of current insights into the role of epigenetic regulation in psoriasis' pathophysiology. Key mechanisms, including aberrant DNA methylation, histone post-translational modifications (e.g., H3K27ac, H3K4me3), and dysregulated non-coding RNAs (ncRNA), are discussed in the context of inflammatory signaling and immune cell function. This study explored how environmental factors such as ultraviolet radiation and air pollution induce epigenetic reprogramming that perpetuates pro-inflammatory states. Furthermore, it highlights the translational potential of targeting epigenetic regulators and epigenome editing technologies, including Clustered Regularly Interspaced Short Palindromic Repeat (CRISPR) fusion systems, as precision therapeutic strategies. In parallel, advances in single-cell epigenomics, spatial transcriptomics, and the profiling of circulating biomarkers offer novel diagnostic tools. Despite advances, challenges persist, including the limited predictive value of preclinical models and variable epigenetic profiles. Positioning epigenetics as the bridge between genetic risk, environmental triggers, and therapeutic advances, this review presents a precision medicine framework for psoriasis.

牛皮癣是一种慢性的、免疫介导的皮肤病,其特征是角化细胞过度增生和免疫信号失调。尽管全基因组关联研究(GWAS)已经确定了易感位点,但该疾病的多因素性质强调了非遗传调控机制的重要性。在这些表观遗传修饰中,有一些将遗传易感性与环境刺激密切联系在一起。本文综述了目前表观遗传调控在银屑病病理生理中的作用。关键机制,包括异常的DNA甲基化,组蛋白翻译后修饰(例如,H3K27ac, H3K4me3),以及失调的非编码rna (ncRNA),在炎症信号和免疫细胞功能的背景下进行了讨论。本研究探讨了紫外线辐射和空气污染等环境因素如何诱导表观遗传重编程,使促炎状态永久化。此外,它强调了靶向表观遗传调控因子和表观基因组编辑技术的翻译潜力,包括集群规则间隔短回文重复(CRISPR)融合系统,作为精确治疗策略。与此同时,单细胞表观基因组学、空间转录组学和循环生物标志物谱学的进展提供了新的诊断工具。尽管取得了进展,但挑战依然存在,包括临床前模型的有限预测价值和可变的表观遗传谱。将表观遗传学定位为遗传风险、环境触发因素和治疗进展之间的桥梁,本文综述了银屑病的精准医学框架。
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引用次数: 0
Semaphorin 3C/Plexin D1 Interaction Regulates Collagen Metabolism in Keloid Fibroblasts via the Transforming Growth Factor-β1 Signaling Pathway. SEMA3C/PLXND1相互作用通过TGF-β1信号通路调控瘢痕疙瘩成纤维细胞的胶原代谢
IF 3.6 2区 医学 Q1 PATHOLOGY Pub Date : 2026-03-13 DOI: 10.1016/j.ajpath.2026.02.007
Yanqiu Tang, Sihui Wang, Yang Xu, Yin Yang, Xiaomei Cui, Hui Hua, Wenbo Bu, Bingrong Zhou

This study aimed to identify novel signaling axes governing keloid pathogenesis by investigating the role of the semaphorin 3C (SEMA3C)/plexin D1 (PLXND1) pathway in fibrotic processes via transforming growth factor (TGF)-β1 signaling, using single-cell RNA sequencing (scRNA-seq) and experimental validation. scRNA-seq analysis was performed on eight keloid and eight normal skin samples from four public data sets, using Seurat and CellChat to map intercellular communication networks. Primary keloid fibroblasts were treated with recombinant SEMA3C, PLXND1-specific siRNA, or the TGF-β1 inhibitor SB431542. Transcriptome sequencing, real-time quantitative PCR, Western blot analysis, and immunofluorescence were used to assess changes in collagen I/III, fibronectin, and TGF-β1 expression. scRNA-seq revealed significantly enhanced intercellular communication in keloids, particularly among fibroblasts, with a 1.65-fold increase in interaction numbers and 17.79-fold stronger communication strength compared with normal skin. A critical ligand-receptor pair, SEMA3C (predominantly secreted by Schwann cells) and its receptor PLXND1 (overexpressed in keloid fibroblasts), was identified as the most prevalent in keloid samples. Experimental assays demonstrated that SEMA3C dose dependently up-regulated collagen I/III, fibronectin, and TGF-β1 expression, whereas PLXND1 knockdown or TGF-β1 inhibition (via SB431542) attenuated these effects, confirming that SEMA3C/PLXND1 drives fibrosis through TGF-β1 signaling. This study is the first to demonstrate that the SEMA3C/PLXND1 axis drives keloid fibrosis by activating TGF-β1, promoting collagen and extracellular matrix deposition. Targeting this axis holds promise for keloid therapy.

本研究旨在通过单细胞RNA测序(scRNA-seq)和实验验证,研究SEMA3C/PLXND1通路通过TGF-β1信号传导在纤维化过程中的作用,以确定控制瘢痕疙瘩发病的新信号轴。对来自4个公共数据集的8个瘢痕疙瘩和8个正常皮肤样本进行scRNA-seq分析,使用Seurat和CellChat绘制细胞间通信网络。用重组SEMA3C、plxnd1特异性siRNA (siPLXND1)或TGF-β1抑制剂SB431542处理原代瘢痕疙瘩成纤维细胞。采用转录组测序、定量聚合酶链反应(qPCR)、Western blotting和免疫荧光(IF)技术评估胶原I/III、纤维连接蛋白和TGF-β1表达的变化。scRNA-seq显示瘢痕疙瘩的细胞间通讯显著增强,特别是在成纤维细胞中,与正常皮肤相比,相互作用次数增加1.65倍,通讯强度增强17.79倍。关键的配体受体对SEMA3C(主要由雪旺细胞分泌)及其受体PLXND1(在瘢痕疙瘩成纤维细胞中过表达)在瘢痕疙瘩样本中最为普遍。实验分析表明,SEMA3C剂量依赖性上调胶原I/III、纤维连接蛋白和TGF-β1的表达,而PLXND1敲低或TGF-β1抑制(通过SB431542)可减弱这些作用,证实SEMA3C/PLXND1通过TGF-β1信号通路驱动纤维化。本研究首次证实SEMA3C/PLXND1轴通过激活TGF-β1,促进胶原和ECM沉积,从而驱动瘢痕疙瘩纤维化。以这个轴为靶点,瘢痕疙瘩的治疗有望实现。
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引用次数: 0
Long Noncoding RNA Isoform Specificity and Chemical Modification on tRNA-Derived Fragments Leading to Divergent Functions. 长链非编码RNA异构体特异性和trna衍生片段的化学修饰导致功能分化。
IF 3.6 2区 医学 Q1 PATHOLOGY Pub Date : 2026-03-05 DOI: 10.1016/j.ajpath.2026.02.005
Xiaoxiao Hao, Zhangli Su, Anindya Dutta

Noncoding RNAs (ncRNAs) are important regulators of gene expression in development, immunity, and disease. Among them, long noncoding RNAs (lncRNAs) and tRNA-derived fragments (tRFs) represent two major types of ncRNA that differ in size, structure, and function. As regulators, lncRNAs display remarkable structural complexity and extensive isoform diversity. Discrete motifs (such as hairpins, triple helices, G-quadruplexes, and scaffold domains) harbored by a given isoform govern interactions with DNA, RNA, and proteins, yet isoform-specific structures are rarely addressed, leading to contradictory findings across studies. In contrast, tRFs (14 to 35 nucleotides) arise from precise cleavage of precursor or mature tRNAs and regulate translation, stress responses, and epigenetic inheritance. Their limited length constrains large-scale structural isoform diversity, but their functions are strongly shaped by chemical modifications, which affect stability, localization, and association with RNA-binding proteins. Here, two underappreciated principles are highlighted: isoform- and structure-resolved mechanisms are essential for truly understanding lncRNA biology; and modification-driven rules diversify tRF functions. An integrated framework that combines sequence, structure, isoform, and modification to refine mechanisms of action of ncRNAs and accelerate ncRNA-based diagnostics and therapeutics is proposed.

非编码rna (ncRNAs)是发育、免疫和疾病中基因表达的重要调控因子。其中,长链非编码RNA (long non-coding RNA, lncrna)和trna衍生片段(trf)是两种主要的ncRNA类型,它们在大小、结构和功能上都有所不同。作为调控因子,lncrna表现出显著的结构复杂性和广泛的异构体多样性。给定的异构体所携带的离散基序(如发夹、三螺旋、g -四联体、支架结构域)控制着与DNA、RNA和蛋白质的相互作用,但异构体特异性结构很少得到解决,导致研究结果相互矛盾。相比之下,trf (14- 35nt)产生于前体或成熟trna的精确切割,并调节翻译、应激反应和表观遗传。它们有限的长度限制了大规模的结构异构体多样性,但它们的功能受到化学修饰的强烈影响,这影响了它们的稳定性、定位以及与RNA结合蛋白的关联。在这里,我们强调了两个未被重视的原则:(i)亚型和结构分辨机制对于真正理解lncRNA生物学至关重要;(ii)修改驱动规则使tRF功能多样化。我们提出了一个结合序列、结构、异构体和修饰的综合框架,以完善ncrna的作用机制,并加速基于ncrna的诊断和治疗。
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引用次数: 0
Leveraging Kappa-Lambda Signatures in a Multistage Machine Learning Pipeline for B-Cell Lymphoma Detection by Flow Cytometry. 利用Kappa-Lambda特征在多阶段机器学习管道中通过流式细胞术检测b细胞淋巴瘤。
IF 3.6 2区 医学 Q1 PATHOLOGY Pub Date : 2026-03-05 DOI: 10.1016/j.ajpath.2026.02.006
Iris Zhang, Sulov Chalise, Mikhail Roshal, Qi Gao, Menglei Zhu, Yang Feng

Flow cytometry immunophenotyping is essential for diagnosing B-cell lymphomas, but manual interpretation of high-dimensional data remains subjective, time-consuming, and prone to interoperator variability. Previous computational approaches often overlook clinically relevant principles, such as Ig light chain restriction. To address this gap, a biologically informed, three-stage machine learning pipeline that integrates Ig κ (IGK) and Ig λ (IGL) signatures to improve B-cell lymphoma detection was developed. A total of 200 peripheral blood samples (100 normal, 100 abnormal) were analyzed, comprising >15 million single-cell events characterized by 21 immunophenotypic markers. Three XGBoost models were trained sequentially: the first classified light chain expression (IGK, IGL, or nuisance), the second identified cell phenotypes using marker intensities and IGK/IGL-based neighborhood enrichment, and the third produced sample-level predictions based on aggregated cell features. The IGK/IGL classifier achieved 88.0% test accuracy [area under the receiver operating characteristic curve (AUC), 0.957], whereas the cell-level classification reached 92.9% accuracy (AUC, 0.983), with IGK/IGL enrichment as the most informative feature. Similarly, sample-level classification achieved 94.7% accuracy (AUC, 0.976), with improved performance when IGK/IGL enrichment was included. These findings demonstrate that incorporating biologically grounded features enhances both the accuracy and interpretability of automated flow cytometry analysis. This approach offers a scalable, reproducible, and clinically aligned alternative to the manual review of flow cytometry data for B-cell lymphomas.

流式细胞术免疫分型对于b细胞淋巴瘤的诊断是必不可少的,但人工解释高维数据仍然是主观的,耗时的,并且易于操作者之间的差异。以前的计算方法往往忽略临床相关的原则,如免疫球蛋白轻链限制。为了解决这一差距,研究人员开发了一种生物学知识丰富的三阶段机器学习管道,该管道整合了免疫球蛋白kappa (IGK)和lambda (IGL)特征,以改善b细胞淋巴瘤的检测。共分析了200份外周血样本(100份正常,100份异常),包括超过1500万个单细胞事件,由21种免疫表型标记物表征。三个XGBoost模型依次训练:第一个分类轻链表达(IGK, IGL或滋阻),第二个使用标记强度和基于IGK/IGL的邻域富集鉴定细胞表型,第三个基于聚集细胞特征产生样本水平预测。IGK/IGL分类器的测试准确率为88.0% (AUC 0.957),而细胞水平的分类准确率为92.9% (AUC 0.983),其中IGK/IGL富集是信息量最大的特征。同样,样本水平的分类准确率达到94.7% (AUC 0.976),当包括IGK/IGL富集时,性能得到提高。这些发现表明,结合生物学基础的特征提高了自动流式细胞术分析的准确性和可解释性。这种方法提供了一种可扩展的、可重复的、临床一致的替代b细胞淋巴瘤流式细胞术数据的人工审查。
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American Journal of Pathology
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