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Enhanced BMP Signaling Alters Human β-Cell Identity and Function. 增强的BMP信号改变了人类β细胞的特性和功能
IF 3.2 3区 生物学 Q3 MATERIALS SCIENCE, BIOMATERIALS Pub Date : 2024-11-05 DOI: 10.1002/adbi.202400470
Esmée Dekker, Javier Triñanes, Amadeo Muñoz Garcia, Natascha de Graaf, Eelco de Koning, Françoise Carlotti

Inflammation contributes to the pathophysiology of diabetes. Identifying signaling pathways involved in pancreatic β-cell failure and identity loss can give insight into novel potential treatment strategies to prevent the loss of functional β-cell mass in diabetes. It is reported earlier that the immunosuppressive drug tacrolimus has a detrimental effect on human β-cell identity and function by activating bone morphogenetic protein (BMP) signaling. Here it is hypothesized that enhanced BMP signaling plays a role in inflammation-induced β-cell failure. Single-cell transcriptomics analyses of primary human islets reveal that IL-1β+IFNγ and IFNα treatment activated BMP signaling in β-cells. These findings are validated by qPCR. Furthermore, enhanced BMP signaling with recombinant BMP2 or 4 triggers a reduced expression of key β-cell maturity genes, associated with increased ER stress, and impaired β-cell function. Altogether, these results indicate that inflammation-activated BMP signaling is detrimental to pancreatic β-cells and that BMP-signaling can be a target to preserve β-cell identity and function in a pro-inflammatory environment.

炎症是糖尿病的病理生理学因素之一。确定参与胰腺β细胞功能衰竭和特性丧失的信号通路,可以帮助人们了解新的潜在治疗策略,防止糖尿病患者功能性β细胞数量的丧失。早前有报道称,免疫抑制剂他克莫司通过激活骨形态发生蛋白(BMP)信号传导,对人体β细胞的特性和功能产生不利影响。本文假设 BMP 信号增强在炎症诱导的 β 细胞衰竭中发挥作用。原代人胰岛的单细胞转录组学分析显示,IL-1β+IFNγ和IFNα处理激活了β细胞的BMP信号。qPCR 验证了这些发现。此外,用重组 BMP2 或 4 增强 BMP 信号传导会导致关键的 β 细胞成熟基因表达减少,这与 ER 压力增加和 β 细胞功能受损有关。总之,这些结果表明,炎症激活的 BMP 信号对胰腺 β 细胞有害,而 BMP 信号可以成为在促炎症环境中保护 β 细胞特性和功能的靶点。
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引用次数: 0
Xiao-Ban-Xia Decoction Alleviates Chemotherapy-Induced Nausea and Vomiting by Inhibiting Ferroptosis via Activation of The Nrf2/SLC7A11/GPX4 Pathway. 小半夏煎剂通过激活Nrf2/SLC7A11/GPX4通路抑制铁变态反应,缓解化疗引起的恶心和呕吐
IF 3.2 3区 生物学 Q3 MATERIALS SCIENCE, BIOMATERIALS Pub Date : 2024-11-05 DOI: 10.1002/adbi.202400323
Wan Liang, Yuke Ren, Yusu Wang, Weijian Chen, Ziyao Mo, Chenglu Yang, Ke Nie

Chemotherapy-induced nausea and vomiting (CINV) represents the common gastrointestinal side effect for cancer patients. Xiao-Ban-Xia decoction (XBXD), a classical anti-emetic traditional Chinese medicine formula, is frequently used for the clinical treatment of CINV. This study used a cisplatin-induced rat pica model to explore whether the anti-emetic mechanism of XBXD in treating CINV is related to ferroptosis. The inflammatory damage of the gastrointestinal tract is evaluated by HE staining and ELISA. The degree of ferroptosis are validated by the iron deposition, the levels of ROS, MDA, and GSH, and the ultrastructure of mitochondria in the gastric antrum and ileum. The potential ferroptosis-related targets of XBXD against CINV are screened by network pharmacology and further assessed by Western blot. XBXD significantly decreased the kaolin consumption in rats, and improved the inflammatory pathological damage, with decreased levels of HMGB1, IL-1β, and TNF-α. Furthermore, XBXD significantly suppressed ferroptosis, as indicated by the improvement of iron deposition, mitochondrial abnormalities, and oxidative stress. The network pharmacology and Western blot results indicated that XBXD activated the Nrf2/SLC7A11/GPX4 signaling pathway. This study proved that XBXD activates the Nrf2/SLC7A11/GPX4 signaling pathway, thereby inhibiting ferroptosis, which represents a critical anti-emetic mechanism of XBXD in combatting CINV.

化疗引起的恶心和呕吐(CINV)是癌症患者常见的胃肠道副作用。小半夏汤(XBXD)是一种经典的止吐中药方剂,常用于临床治疗 CINV。本研究采用顺铂诱导的大鼠皮卡模型,探讨XBXD治疗CINV的止吐机制是否与铁变态反应有关。胃肠道炎症损伤通过 HE 染色和 ELISA 进行评估。胃窦和回肠的铁沉积、ROS、MDA 和 GSH 水平以及线粒体的超微结构验证了铁沉积的程度。通过网络药理学筛选了XBXD抗CINV的潜在铁变态相关靶点,并进一步通过Western印迹进行了评估。XBXD能明显减少大鼠的高岭土消耗,改善炎症性病理损伤,降低HMGB1、IL-1β和TNF-α的水平。此外,XBXD 还能明显抑制铁沉积,改善铁沉积、线粒体异常和氧化应激。网络药理学和 Western 印迹结果表明,XBXD 激活了 Nrf2/SLC7A11/GPX4 信号通路。这项研究证明,XBXD能激活Nrf2/SLC7A11/GPX4信号通路,从而抑制铁氧化,这是XBXD在抗击CINV方面的一个重要止吐机制。
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引用次数: 0
SIK2: A Novel Negative Feedback Regulator of FGF2 Signaling. SIK2:FGF2 信号的新型负反馈调节器
IF 3.2 3区 生物学 Q3 MATERIALS SCIENCE, BIOMATERIALS Pub Date : 2024-11-01 Epub Date: 2024-09-12 DOI: 10.1002/adbi.202400032
Gamze Kuser-Abali, Asli Ugurlu-Bayarslan, Yeliz Yilmaz, Ferruh Ozcan, Funda Karaer, Kuyas Bugra

A wide range of cells respond to fibroblast growth factor 2 (FGF2) by proliferation via activation of the Ras/ERK1/2 pathway. In this study, the potential involvement of salt inducible kinase SIK2) in this cascade within retinal Müller glia is explored. It is found that SIK2 phosphorylation status and activity are modulated in an FGF2-dependent manner, possibly via ERK1/2. With SIK2 downregulation, enhanced ERK1/2 activation with delayed attenuation and increased cell proliferation is observed, while SIK2 overexpression hampers FGF2-dependent ERK1/2 activation. In vitro kinase and site-directed mutagenesis studies indicate that SIK2 targets the pathway element GRB2-associated-binding protein 1 (Gab1) on Ser266. This phosphorylation event weakens Gab1 interactions with its partners growth factor receptor-bound protein 2 (Grb2) and Src homology region 2 domain containing phosphatase 2 (Shp2). Collectively, these results suggest that during FGF2-dependent proliferation process ERK1/2-mediated activation of SIK2 targets Gab1, resulting in downregulation of the Ras/ERK1/2 cascade in a feedback loop.

多种细胞通过激活 Ras/ERK1/2 通路对成纤维细胞生长因子 2(FGF2)做出增殖反应。本研究探讨了盐诱导激酶 SIK2 在视网膜 Müller 胶质中参与这一级联的可能性。研究发现,SIK2 的磷酸化状态和活性可能通过 ERK1/2 受 FGF2 依赖性调节。随着 SIK2 的下调,ERK1/2 的活化增强,衰减延迟,细胞增殖增加,而 SIK2 的过表达则阻碍了 FGF2 依赖性 ERK1/2 的活化。体外激酶和定点突变研究表明,SIK2靶向通路元件GRB2-相关结合蛋白1(Gab1)的Ser266。这一磷酸化事件削弱了 Gab1 与其伙伴生长因子受体结合蛋白 2(Grb2)和含 Src 同源区域 2 结构域磷酸酶 2(Shp2)的相互作用。总之,这些结果表明,在依赖于 FGF2 的增殖过程中,ERK1/2 介导的 SIK2 激活以 Gab1 为目标,导致 Ras/ERK1/2 级联在反馈环中下调。
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引用次数: 0
FAM136A as a Diagnostic Biomarker in Esophageal Cancer: Insights into Immune Infiltration, m6A Modification, Alternative Splicing, Cuproptosis, and the ceRNA Network. 作为食管癌诊断生物标记物的 FAM136A:洞察免疫渗透、m6A 修饰、替代剪接、杯突症和 ceRNA 网络
IF 3.2 3区 生物学 Q3 MATERIALS SCIENCE, BIOMATERIALS Pub Date : 2024-11-01 Epub Date: 2024-08-26 DOI: 10.1002/adbi.202400157
Shaowu Sun, Chunyao Huang, Wenbo Fan, Zhulin Wang, Kaiyuan Li, Xu Liu, Zelong Wang, Tianliang Zhao, Guoqing Zhang, Xiangnan Li

FAM136A promotes the progression and metastasis of various tumors. However, there are few studies on the role of FAM136A in esophageal cancer (ESCA). The TCGA, GTEx, and GEO databases are employed to analyze the expression of FAM136A in ESCA, and qPCR and TMA experiments are performed for validation. Enrichment analyzes are performed to investigate the association of FAM136A expression with immune features, m6A modification, alternative splicing, cuproptosis, and the ceRNA network via bioinformatics analysis. FAM136A is highly expressed in ESCA and correlated with lymph node metastasis and overall survival (OS). Bioinformatics analysis suggested that FAM136A may participate in the following processes to promote ESCA development and progression: 1) Promotion of mast cells infiltration to influence the ESCA immune microenvironment, 2) HNRNPC upregulation to regulate m6A modification, 3) ALYREF upregulation to increase the occurrence of retained intron (RI) events, 4) CDK5RAP1 upregulation to achieve inhibition of tumor cell apoptosis, and 5) promotion of ESCA progression through the lncRNA SNHG15/hsa-miR-29c-3p/FAM136A ceRNA network. FAM136A is a potential biomarker for ESCA diagnosis and treatment response evaluation, and the underlying mechanisms may be associated with immune infiltration, m6A modification, alternative splicing, cuproptosis, and the ceRNA regulatory network.

FAM136A 可促进各种肿瘤的进展和转移。然而,有关 FAM136A 在食管癌(ESCA)中作用的研究很少。本研究利用 TCGA、GTEx 和 GEO 数据库分析 FAM136A 在食管癌中的表达,并进行 qPCR 和 TMA 实验进行验证。通过生物信息学分析,进行了富集分析以研究FAM136A表达与免疫特征、m6A修饰、替代剪接、杯突症和ceRNA网络的关联。FAM136A在ESCA中高表达,并与淋巴结转移和总生存期(OS)相关。生物信息学分析表明,FAM136A可能参与了以下过程,以促进ESCA的发生和发展:1)促进肥大细胞浸润以影响ESCA免疫微环境;2)HNRNPC上调以调控m6A修饰;3)ALYREF上调以增加保留内含子(RI)事件的发生;4)CDK5RAP1上调以实现对肿瘤细胞凋亡的抑制;5)通过lncRNA SNHG15/hsa-miR-29c-3p/FAM136A ceRNA网络促进ESCA进展。FAM136A是ESCA诊断和治疗反应评估的潜在生物标志物,其潜在机制可能与免疫浸润、m6A修饰、替代剪接、杯突症和ceRNA调控网络有关。
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引用次数: 0
The Molecular Landscape of Premature Aging Diseases Defined by Multilayer Network Exploration. 多层网络探索定义的早衰疾病分子图谱
IF 3.2 3区 生物学 Q3 MATERIALS SCIENCE, BIOMATERIALS Pub Date : 2024-11-01 Epub Date: 2024-08-09 DOI: 10.1002/adbi.202400134
Cécile Beust, Alberto Valdeolivas, Anthony Baptista, Galadriel Brière, Nicolas Lévy, Ozan Ozisik, Anaïs Baudot

Premature Aging (PA) diseases are rare genetic disorders that mimic some aspects of physiological aging at an early age. Various causative genes of PA diseases have been identified in recent years, providing insights into some dysfunctional cellular processes. However, the identification of PA genes also revealed significant genetic heterogeneity and highlighted the gaps in this understanding of PA-associated molecular mechanisms. Furthermore, many patients remain undiagnosed. Overall, the current lack of knowledge about PA diseases hinders the development of effective diagnosis and therapies and poses significant challenges to improving patient care. Here, a network-based approach to systematically unravel the cellular functions disrupted in PA diseases is presented. Leveraging a network community identification algorithm, it is delved into a vast multilayer network of biological interactions to extract the communities of 67 PA diseases from their 132 associated genes. It is found that these communities can be grouped into six distinct clusters, each reflecting specific cellular functions: DNA repair, cell cycle, transcription regulation, inflammation, cell communication, and vesicle-mediated transport. That these clusters collectively represent the landscape of the molecular mechanisms that are perturbed in PA diseases, providing a framework for better understanding their pathogenesis is proposed. Intriguingly, most clusters also exhibited a significant enrichment in genes associated with physiological aging, suggesting a potential overlap between the molecular underpinnings of PA diseases and natural aging.

早衰(PA)疾病是一种罕见的遗传性疾病,会在幼年时模拟生理衰老的某些方面。近年来发现了多种 PA 疾病的致病基因,为了解某些功能失调的细胞过程提供了线索。然而,PA 基因的鉴定也揭示了显著的遗传异质性,凸显了人们对 PA 相关分子机制认识的不足。此外,许多患者仍未得到诊断。总之,目前对 PA 疾病缺乏了解阻碍了有效诊断和疗法的开发,并对改善患者护理提出了重大挑战。本文介绍了一种基于网络的方法,以系统地揭示 PA 疾病所破坏的细胞功能。利用网络群落识别算法,深入研究了庞大的多层生物相互作用网络,从 67 种 PA 疾病的 132 个相关基因中提取出其群落。研究发现,这些群落可分为六个不同的群组,每个群组都反映了特定的细胞功能:DNA修复、细胞周期、转录调控、炎症、细胞通讯和囊泡介导的转运。这些群组共同代表了 PA 疾病中受到干扰的分子机制的全貌,为更好地理解其发病机制提供了一个框架。耐人寻味的是,大多数集群还表现出与生理衰老相关基因的显著富集,这表明 PA 疾病的分子基础与自然衰老之间存在潜在的重叠。
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引用次数: 0
Xinglou Chengqi Decoction Protects against Cerebral Ischemia/Reperfusion Injury by Inhibiting Ferroptosis via SLC7A11/GPX4 Signaling. 星楼承气汤通过SLC7A11/GPX4信号传导抑制铁凋亡保护脑缺血再灌注损伤
IF 3.2 3区 生物学 Q3 MATERIALS SCIENCE, BIOMATERIALS Pub Date : 2024-11-01 Epub Date: 2024-09-27 DOI: 10.1002/adbi.202400180
Hua Liu, Qiyu Yue, Wenyue Zhang, Qi Ding, Junjie Yang, Mu Lin, Jia Sun

Xinglou Chengqi decoction (XLCQD) is a Chinese formula that offers benefits in ischemic stroke. However, the underlying mechanism of the effects of XLCQD-mediated anti-ischemic stroke effects remains obscure. This study investigates the ferroptosis mechanism of XLCQD against cerebral ischemia/reperfusion (I/R) injury using rat models of middle cerebral artery occlusion/reperfusion (MCAO/R). Ferroptosis differs from traditional cell death pathways and is linked to oxidative stress-induced lipid peroxidation and glutathione (GSH) depletion, which is essential to the development of ischemic stroke. In this study, it is shown that XLCQD improves brain infarction, neurological dysfunction, and histopathological changes caused by MCAO/R exposure, and improving I/R-induced oxidative damage through inhibition of ferroptosis via (Solute Carrier Family 7 Member 11) SLC7A11/ (glutathione peroxidase 4) GPX4 pathway. Interestingly, it is found that XLCQD-mediated protection in I/R is reversed by the silence of SLC7A11. XLCQD intervention significantly promotes GSH content and suppresses Reactive Oxygen Species(ROS), iron accumulation, as well as Malondialdehyde (MDA) generation, are markedly abrogated when SLC7A11 is knockdown by SLC7A11-shRNA transfection, indicating that SLC7A11 is the main target of XLCQD to further trigger intracellular events. In conclusion, XLCQD attenuates in vivo cerebral I/R injury by reducing ferroptosis via the SLC7A11/GPX4 pathway.

杏楼承气汤(XLCQD)是一种对缺血性中风有疗效的中药配方。然而,XLCQD介导的抗缺血性中风作用的内在机制仍不清楚。本研究利用大鼠大脑中动脉闭塞/再灌注(MCAO/R)模型,探讨了XLCQD抗脑缺血再灌注(I/R)损伤的铁蛋白沉积机制。铁变态反应不同于传统的细胞死亡途径,它与氧化应激诱导的脂质过氧化和谷胱甘肽(GSH)耗竭有关,是缺血性中风发病的关键。本研究表明,XLCQD能改善MCAO/R暴露引起的脑梗塞、神经功能障碍和组织病理变化,并通过(溶质运载家族7成员11)SLC7A11/(谷胱甘肽过氧化物酶4)GPX4途径抑制铁跃迁,从而改善I/R诱导的氧化损伤。有趣的是,研究发现沉默 SLC7A11 会逆转 XLCQD 在 I/R 中介导的保护作用。当通过 SLC7A11-shRNA 转染敲除 SLC7A11 时,XLCQD 能明显促进 GSH 含量并抑制活性氧(ROS)、铁积累以及丙二醛(MDA)的生成,这表明 SLC7A11 是 XLCQD 进一步引发细胞内事件的主要靶点。总之,XLCQD可通过SLC7A11/GPX4途径减少铁氧化,从而减轻体内脑I/R损伤。
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引用次数: 0
Chemical Proteomics Approaches for Screening Small Molecule Inhibitors Covalently Binding to SARS-Cov-2. 筛选与 SARS-Cov-2 共价结合的小分子抑制剂的化学蛋白质组学方法。
IF 3.2 3区 生物学 Q3 MATERIALS SCIENCE, BIOMATERIALS Pub Date : 2024-11-01 Epub Date: 2024-10-15 DOI: 10.1002/adbi.202300612
Liuhai Zheng, Qian Zhang, Piao Luo, Fei Shi, Ying Zhang, Xiaoxue He, Yehai An, Guangqing Cheng, Xiaoyan Pan, Zhijie Li, Boping Zhou, Jigang Wang

Although various strategies have been used to prevent and treat SARS-CoV-2, the spread and evolution of SARS-CoV-2 is still progressing rapidly. The emerging variants Omicron and its sublineage have a greater ability to spread and escape nearly all current monoclonal antibodies treatments, highlighting an urgent need to develop therapeutics targeting current and emerging Omicron variants or recombinants with breadth and potency. Here, some small molecule drugs are rapidly identified that could covalently binding to receptor binding domain (RBD) protein of Omicron through the combined application of artificial intelligence (AI) and activity-based protein profiling (ABPP) technology. The surface plasmon resonance (SPR) and pseudo-virus neutralization experiments further reveal that an FDA-approved drug gallic acid has robust neutralization potency against Omicron pseudo-virus with the IC50 values of 23.56 × 10-6 m. Taken together, a platform combining AI intelligence, biochemical, SPR, molecular docking, and pseudo-virus-based screening for rapid identification and evaluation of potential anti-SARS-CoV-2 small molecule drugs is established and the effectiveness of the platform is validated.

尽管已经采用了各种策略来预防和治疗 SARS-CoV-2,但 SARS-CoV-2 的传播和进化仍然进展迅速。新出现的变异体 Omicron 及其亚系具有更强的传播能力,几乎能逃脱目前所有单克隆抗体的治疗,因此迫切需要开发针对目前和新出现的 Omicron 变异体或重组体的具有广泛性和有效性的治疗药物。在这里,通过人工智能(AI)和基于活性的蛋白质分析(ABPP)技术的结合应用,快速鉴定出了一些能与奥米克龙的受体结合域(RBD)蛋白共价结合的小分子药物。通过表面等离子体共振(SPR)和伪病毒中和实验,进一步发现了一种美国 FDA 批准的药物没食子酸对 Omicron 伪病毒具有很强的中和效力,IC50 值为 23.56 × 10-6 m。综上所述,建立了一个结合人工智能、生化、SPR、分子对接和基于伪病毒的筛选平台,用于快速鉴定和评估潜在的抗 SARS-CoV-2 小分子药物,并验证了该平台的有效性。
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引用次数: 0
Serum Arginine Level for Predicting Early Allograft Dysfunction in Liver Transplantation Recipients by Targeted Metabolomics Analysis: A Prospective, Single-Center Cohort Study. 通过靶向代谢组学分析预测肝移植受者早期移植物功能障碍的血清精氨酸水平:一项前瞻性单中心队列研究。
IF 3.2 3区 生物学 Q3 MATERIALS SCIENCE, BIOMATERIALS Pub Date : 2024-11-01 Epub Date: 2024-08-20 DOI: 10.1002/adbi.202400128
Chunmei Geng, Fang Chen, Hanyong Sun, Houwen Lin, Yongbing Qian, Jianjun Zhang, Qiang Xia

Early allograft dysfunction (EAD) is a frequent phenomenon, leading to increased graft loss and higher mortality after liver transplantation (LT). Despite significant efforts for early diagnosis of EAD, there is no existing approach that can predict EAD on the first post-operative day. The aim is to define a metabolite-based biomarker on the first day after LT complicated with EAD. Ten patients diagnosed with EAD and 26 non-EAD are recruited for the study. A HPLC-MS/MS is used to determine 14 amino acids and 15 bile acids serum concentration. Comparative analyses are conducted between EAD and non-EAD groups. Arginine is identified as the most significant metabolite distinguishing the EAD and non-EAD groups, and therefore, is identified as a potential biomarker of EAD. The optimal cut-off value for arginine is 52.09 µmol L-1, with an AUROC of 0.804 (95% confidence interval: 0.638-0.917, p < 0.001), yielding a sensitivity of 100%, specificity of 53.8%, and Youden index of 0.54, NPVof 100%, and PPV of 45.45%. In summary, the study indicated that targeted metabolomics analysis would be a promising strategy for discovering novel biomarkers to predict EAD. The identified arginine may be helpful in developing an objective diagnostic method for EAD.

早期移植物功能障碍(EAD)是一种常见现象,会导致肝移植(LT)后移植物损失增加和死亡率升高。尽管在早期诊断 EAD 方面做出了巨大努力,但目前还没有一种方法可以预测术后第一天的 EAD。我们的目的是确定一种基于代谢物的生物标志物,用于预测并发 EAD 的 LT 术后第一天的情况。研究招募了 10 名确诊为 EAD 的患者和 26 名非 EAD 患者。采用 HPLC-MS/MS 测定血清中 14 种氨基酸和 15 种胆汁酸的浓度。对 EAD 组和非 EAD 组进行比较分析。精氨酸被确定为区分 EAD 组和非 EAD 组的最重要代谢物,因此被确定为 EAD 的潜在生物标志物。精氨酸的最佳临界值为 52.09 µmol L-1,AUROC 为 0.804(95% 置信区间:0.638-0.917,P < 0.001),灵敏度为 100%,特异性为 53.8%,Youden 指数为 0.54,NPV 为 100%,PPV 为 45.45%。总之,该研究表明,靶向代谢组学分析是发现预测 EAD 的新型生物标记物的一种有前途的策略。鉴定出的精氨酸可能有助于开发一种客观的 EAD 诊断方法。
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引用次数: 0
Accurate Identification of Cancer Cells in Complex Pre-Clinical Models Using a Deep-Learning Neural Network: A Transfection-Free Approach. 利用深度学习神经网络准确识别复杂临床前模型中的癌细胞:无转染方法
IF 3.2 3区 生物学 Q3 MATERIALS SCIENCE, BIOMATERIALS Pub Date : 2024-11-01 Epub Date: 2024-08-12 DOI: 10.1002/adbi.202400034
Marilisa Cortesi, Dongli Liu, Elyse Powell, Ellen Barlow, Kristina Warton, Caroline E Ford

3D co-cultures are key tools for in vitro biomedical research as they recapitulate more closely the in vivo environment while allowing a tighter control on the culture's composition and experimental conditions. The limited technologies available for the analysis of these models, however, hamper their widespread application. The separation of the contribution of the different cell types, in particular, is a fundamental challenge. In this work, ORACLE (OvaRiAn Cancer ceLl rEcognition) is presented, a deep neural network trained to distinguish between ovarian cancer and healthy cells based on the shape of their nucleus. The extensive validation that are conducted includes multiple cell lines and patient-derived cultures to characterize the effect of all the major potential confounding factors. High accuracy and reliability are maintained throughout the analysis (F1score> 0.9 and Area under the ROC curve -ROC-AUC- score = 0.99) demonstrating ORACLE's effectiveness with this detection and classification task. ORACLE is freely available (https://github.com/MarilisaCortesi/ORACLE/tree/main) and can be used to recognize both ovarian cancer cell lines and primary patient-derived cells. This feature is unique to ORACLE and thus enables for the first time the analysis of in vitro co-cultures comprised solely of patient-derived cells.

三维共培养是体外生物医学研究的关键工具,因为它们能更接近地再现体内环境,同时能更严格地控制培养物的成分和实验条件。然而,用于分析这些模型的技术有限,阻碍了它们的广泛应用。特别是如何分离不同类型细胞的贡献是一个基本挑战。在这项工作中,介绍了 ORACLE(卵巢癌细胞识别),这是一种经过训练的深度神经网络,可根据细胞核的形状区分卵巢癌细胞和健康细胞。进行的广泛验证包括多个细胞系和患者培养物,以确定所有主要潜在混杂因素的影响。在整个分析过程中,ORACLE 保持了较高的准确性和可靠性(F1 分数大于 0.9,ROC 曲线下面积分数 = 0.99),证明了 ORACLE 在检测和分类任务中的有效性。ORACLE可免费获取(https://github.com/MarilisaCortesi/ORACLE/tree/main),并可用于识别卵巢癌细胞系和原代患者衍生细胞。这一功能是ORACLE独有的,因此首次实现了对完全由患者来源细胞组成的体外联合培养物的分析。
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引用次数: 0
Predicting Clinical Outcomes of SARS-CoV-2 Drug Efficacy with a High-Throughput Human Airway Microphysiological System. 利用高通量人体气道微生理系统预测 SARS-CoV-2 药物疗效的临床结果
IF 3.2 3区 生物学 Q3 MATERIALS SCIENCE, BIOMATERIALS Pub Date : 2024-11-01 Epub Date: 2024-08-09 DOI: 10.1002/adbi.202300511
Landys Lopez Quezada, Felix Mba Medie, Rebeccah J Luu, Robert B Gaibler, Elizabeth P Gabriel, Logan D Rubio, Thomas J Mulhern, Elizabeth E Marr, Jeffrey T Borenstein, Christine R Fisher, Ashley L Gard

The average cost to bring a new drug from its initial discovery to a patient's bedside is estimated to surpass $2 billion and requires over a decade of research and development. There is a need for new drug screening technologies that can parse drug candidates with increased likelihood of clinical utility early in development in order to increase the cost-effectiveness of this pipeline. For example, during the COVID-19 pandemic, resources were rapidly mobilized to identify effective therapeutic treatments but many lead antiviral compounds failed to demonstrate efficacy when progressed to human trials. To address the lack of predictive preclinical drug screening tools, PREDICT96-ALI, a high-throughput (n = 96) microphysiological system (MPS)  that recapitulates primary human tracheobronchial tissue,is adapted for the evaluation of differential antiviral efficacy of native SARS-CoV-2 variants of concern. Here, PREDICT96-ALI resolves both the differential viral kinetics between variants and the efficacy of antiviral compounds over a range of drug doses. PREDICT96-ALI is able to distinguish clinically efficacious antiviral therapies like remdesivir and nirmatrelvir from promising lead compounds that do not show clinical efficacy. Importantly, results from this proof-of-concept study track with known clinical outcomes, demonstrate the feasibility of this technology as a prognostic drug discovery tool.

据估计,一种新药从最初发现到病人用药的平均成本超过 20 亿美元,需要十多年的研发时间。我们需要新的药物筛选技术,以便在研发早期就能筛选出更有可能用于临床的候选药物,从而提高研发过程的成本效益。例如,在 COVID-19 大流行期间,为确定有效的治疗方法迅速调动了资源,但许多主要的抗病毒化合物在进入人体试验阶段时未能显示出疗效。为了解决缺乏预测性临床前药物筛选工具的问题,PREDICT96-ALI--一种高通量(n = 96)的微观生理系统(MPS)被改造成重现原生人类气管支气管组织,用于评估受关注的原生 SARS-CoV-2 变体的不同抗病毒疗效。在这里,PREDICT96-ALI 解决了不同变异体之间的病毒动力学差异以及抗病毒化合物在一系列药物剂量下的疗效问题。PREDICT96-ALI 能够区分临床疗效显著的抗病毒疗法(如雷米替韦和尼尔马替韦)和未显示临床疗效的有前途的先导化合物。重要的是,这项概念验证研究的结果与已知的临床结果相吻合,证明了这项技术作为预后药物发现工具的可行性。
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引用次数: 0
期刊
Advanced biology
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