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Posterior corneal surface and anterior chamber changes after Small incision lenticule extraction and Femtosecond laser-assisted laser in-situ keratomileusis 小切口晶状体摘除和飞秒激光辅助原位角膜磨镶术后角膜后表面和前房的变化
Pub Date : 2023-04-18 DOI: 10.1002/mef2.40
Lijie Xie, Shanqing Zhu, Guanrong Wu, Changting Tang, Yunxiang Guo, Honghua Yu, Yijun Hu

We aimed to evaluate the posterior corneal and anterior chamber changes following small incision lenticule extraction (SMILE) and femtosecond laser-assisted laser in situ keratomileusis (FS-LASIK). This retrospective study included 93 eyes for SMILE and 228 eyes for FS-LASIK. Posterior corneal curvature, anterior chamber biometrics, and posterior corneal aberrations preoperatively and at 1 week and 3 months after surgery were evaluated. The correlation between surgical-related factors and posterior corneal morphology changes, posterior corneal morphology changes, and posterior corneal aberration alterations were determined. There was an increase in mean posterior corneal radius (PCC R) and flat posterior corneal radius (PCC R1) and decrease in anterior chamber depth and anterior chamber volume in the SMILE and FS-LASIK group (all p < 0.05). A significant difference was observed in posterior corneal higher-order aberrations before and after the FS-LASIK (p = 0.006). A negative correlation was found between alterations of PCC R and changes of posterior corneal spherical aberrations in the SMILE (r = −0.289) and FS-LASIK group (r = −0.383). In conclusion, posterior corneal and anterior chamber biometrics are changed after SMILE and FS-LASIK. Innovatively, we find that changes in posterior corneal morphology are correlated with posterior corneal aberration alterations.

我们的目的是评估小切口晶状体摘除(SMILE)和飞秒激光辅助激光原位角膜磨除术(FS-LASIK)后角膜后部和前房的变化。回顾性研究包括93只SMILE眼和228只FS-LASIK眼。评估术前、术后1周和3个月角膜后曲率、前房生物特征和角膜后像差。观察手术相关因素与角膜后形态改变、角膜后形态改变、角膜后像差改变的相关性。SMILE组和FS-LASIK组平均角膜后半径(PCC R)和平直角膜后半径(PCC R1)增加,前房深度和前房容积减少(p < 0.05)。FS-LASIK手术前后角膜后高阶像差差异有统计学意义(p = 0.006)。SMILE组(R = - 0.289)和FS-LASIK组(R = - 0.383) PCC R的变化与角膜后球面像差的变化呈负相关。综上所述,SMILE和FS-LASIK术后角膜后部和前房生物特征发生了改变。创新地,我们发现角膜后形态的改变与角膜后像差的改变相关。
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引用次数: 0
Anti-HIV drugs reduce risk of prediabetes and progression to type 2 diabetes in HIV-infected patients 抗hiv药物降低hiv感染患者前驱糖尿病和进展为2型糖尿病的风险
Pub Date : 2023-04-03 DOI: 10.1002/mef2.37
Joseph Magagnoli, Felipe Pereira, Siddharth Narendran, Peirong Huang, Tammy Cummings, James W. Hardin, Joseph Nguyen, S. Scott Sutton, Jayakrishna Ambati

The aim of this study was to investigate whether the use of nucleoside reverse transcriptase inhibitors (NRTIs) impacts the incidence of prediabetes or type 2 diabetes mellitus (T2DM) or the progression from prediabetes to T2DM in people living with HIV (PLWH). We conducted a retrospective cohort study using the US Veterans Health Administration database among adult patients with an HIV diagnosis from the year 2000 until 2021 to determine the incidence of prediabetes and further progression to T2DM among NRTI exposed and unexposed patients. A multistate model was used to evaluate progression from normoglycemia to prediabetes and then to T2DM, and covariate adjustment with the Cox proportional hazards model was used to estimate the hazard ratios (HRs). Among 32,240 veterans diagnosed with HIV, prediabetes and T2DM were observed among 20.2% and 20.7% of patients, respectively. Among those diagnosed with prediabetes, 31.8% progressed to T2DM. Patients exposed to NRTIs at any time (86.6%), had a reduced risk of prediabetes [HR: 0.50 (95% confidence interval, CI: 0.47–0.53)] and among prediabetics, a lower risk of progression to T2DM [HR: 0.73 (95% CI: 0.63–0.85)] when compared to patients who never used NRTIs. In summary, NRTIs may reduce the risk of developing prediabetes and the progression from prediabetes to T2DM in PLWH.

本研究的目的是调查核苷类逆转录酶抑制剂(NRTIs)的使用是否会影响HIV感染者(PLWH)糖尿病前期或2型糖尿病(T2DM)的发病率或从糖尿病前期到T2DM的进展。我们使用美国退伍军人健康管理局数据库对2000年至2021年诊断为HIV的成年患者进行了一项回顾性队列研究,以确定NRTI暴露和未暴露患者中糖尿病前期和进一步发展为2型糖尿病的发生率。使用多状态模型评估从血糖正常到糖尿病前期再到T2DM的进展,并使用Cox比例风险模型进行协变量调整来估计风险比(HRs)。在32240名被诊断为HIV的退伍军人中,分别有20.2%和20.7%的患者患有前驱糖尿病和2型糖尿病。在被诊断为糖尿病前期的患者中,31.8%发展为2型糖尿病。任何时候暴露于nrti的患者(86.6%)患前驱糖尿病的风险降低[HR: 0.50(95%可信区间,CI: 0.47-0.53)],在前驱糖尿病患者中,与从未使用nrti的患者相比,进展为2型糖尿病的风险降低[HR: 0.73 (95% CI: 0.63-0.85)]。总之,nrti可以降低PLWH患者发生前驱糖尿病和从前驱糖尿病发展为2型糖尿病的风险。
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引用次数: 0
Recent advances of Transformers in medical image analysis: A comprehensive review 变形金刚在医学图像分析中的最新进展:综述
Pub Date : 2023-03-24 DOI: 10.1002/mef2.38
Kun Xia, Jinzhuo Wang

Recent works have shown that Transformer's excellent performances on natural language processing tasks can be maintained on natural image analysis tasks. However, the complicated clinical settings in medical image analysis and varied disease properties bring new challenges for the use of Transformer. The computer vision and medical engineering communities have devoted significant effort to medical image analysis research based on Transformer with especial focus on scenario-specific architectural variations. In this paper, we comprehensively review this rapidly developing area by covering the latest advances of Transformer-based methods in medical image analysis of different settings. We first give introduction of basic mechanisms of Transformer including implementations of selfattention and typical architectures. The important research problems in various medical image data modalities, clinical visual tasks, organs and diseases are then reviewed systemically. We carefully collect 276 very recent works and 76 public medical image analysis datasets in an organized structure. Finally, discussions on open problems and future research directions are also provided. We expect this review to be an up-to-date roadmap and serve as a reference source in pursuit of boosting the development of medical image analysis field.

最近的研究表明,Transformer在自然语言处理任务上的优异性能可以在自然图像分析任务上保持。然而,医学图像分析中复杂的临床环境和多变的疾病特性给Transformer的使用带来了新的挑战。计算机视觉和医学工程界已经在基于Transformer的医学图像分析研究中投入了大量的精力,特别关注于特定场景的架构变化。在本文中,我们全面回顾了这一快速发展的领域,涵盖了基于transformer的方法在不同设置的医学图像分析中的最新进展。首先介绍了Transformer的基本机制,包括自关注的实现和典型的体系结构。然后系统地回顾了各种医学图像数据模式、临床视觉任务、器官和疾病的重要研究问题。我们仔细收集了276篇最近的作品和76个公开的医学图像分析数据集,并进行了组织。最后,对研究中存在的问题和未来的研究方向进行了讨论。我们希望这篇综述能成为一个最新的路线图,并为推动医学图像分析领域的发展提供参考。
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引用次数: 4
Comparison of the disease severity with infection of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) Delta and Omicron variants: A meta-analysis 严重急性呼吸系统综合征冠状病毒2型德尔塔和奥密克戎变异株感染的疾病严重程度比较:荟萃分析
Pub Date : 2023-03-21 DOI: 10.1002/mef2.39
Ying Qiu, Zhenghao Li, Fan Lin, Yilin Yang, Lanxuan Yang, Ting Li

The increased transmissibility of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) Delta and Omicron variants due to their complex mutations has been confirmed by many studies, but the disease severity caused by these two variants and vaccine efficacy have not been clearly concluded. This meta-analysis evaluated and compared disease severity and vaccine efficacy for infection with these two variants. Databases were searched on July 29, 2022, for original studies. Data extracted included participants, hospitalization rate, intensive care unit (ICU) admission rate, mortality rate, and vaccination status. Total 15 studies (570,713 subjects) were included. The risk of hospitalization, ICU admission and death in patients with Delta were increased compared with patients with Omicron, especially hospitalization (Log risk ratio [RR]: 1.09, 95% confidence interval [CI]: 0.65–1.53). The Delta was associated with a higher risk of death in the unvaccinated population (Log RR: 0.48, 95% CI: 0.04–0.93). No significant differences in the risk of severe illness between BA.1 and BA.2 were observed. All three risks were reduced in fully vaccinated populations infected with Delta and Omicron. The existing evidence shows that the inherent virulence and disease severity of Omicron are reduced compared with Delta, and fully vaccination is effective in preventing severe infection of both variants.

严重急性呼吸综合征冠状病毒2型(SARS-CoV-2)的Delta和Omicron变体由于其复杂的突变而增加了传播性,这已经被许多研究证实,但这两种变体引起的疾病严重程度和疫苗功效尚未得到明确结论。本荟萃分析评估并比较了这两种变异感染的疾病严重程度和疫苗效力。数据库于2022年7月29日检索原始研究。提取的数据包括参与者、住院率、重症监护病房(ICU)入院率、死亡率和疫苗接种状况。共纳入15项研究(570,713名受试者)。与Omicron患者相比,Delta患者住院、ICU住院和死亡风险均增加,尤其是住院风险(对数风险比[RR]: 1.09, 95%可信区间[CI]: 0.65-1.53)。在未接种疫苗的人群中,Delta与较高的死亡风险相关(Log RR: 0.48, 95% CI: 0.04-0.93)。BA.1组和BA.2组发生严重疾病的风险无显著差异。在完全接种了德尔塔病毒和欧米克隆病毒疫苗的人群中,这三种风险都降低了。现有证据表明,与Delta相比,Omicron的固有毒力和疾病严重程度有所降低,充分接种疫苗可有效预防两种变体的严重感染。
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引用次数: 0
Ferredoxin 1, the key regulator of cuproptosis, was associated with prognosis and immune cell infiltration in clear cell renal cell carcinoma 透明细胞肾细胞癌中铜增生的关键调控因子铁氧化还原蛋白1与预后和免疫细胞浸润相关
Pub Date : 2023-03-07 DOI: 10.1002/mef2.36
Dian Xia, Kun Liu, Wen Jiao, Longfei Peng, Qi Liu, Chang Liu, Liangkuan Bi

According to a number of studies, the occurrence and progression clear cell renal cell carcinoma (ccRCC), among the most prevalent cancerous tumors of the urinary bladder, may be inextricable from metabolism and immunology. The recent discovery of cuproptosis revealed a novel cell death mechanism based on mitochondrial respiration and the tricarboxylic acid cycle, and cuproptosis is strongly linked to the metabolic process. The cuproptosis process is different from the previously revealed cell death processes such as pyroptosis, apoptosis and ferroptosis, which is expected to provide a new perspective in the study of tumor mechanism. Here we aim to explore the important role of key regulators of cuproptosis in renal cancer using a combination of bioinformatics and experimental validation. We found that Ferredoxin 1 (FDX1) was related to the infiltration of various immune cells in the tumor microenvironment and the response to immunotherapy in ccRCC. At the same time, the experiment confirmed that FDX1 was significantly lower in ccRCC, which was consistent with the previous analysis results. In conclusions, FDX1 was expected to be an important marker of immune infiltration, immunotherapy, and tumor prognosis in ccRCC.

多项研究表明,透明细胞肾细胞癌(clear cell renal cell carcinoma, ccRCC)作为膀胱最常见的恶性肿瘤之一,其发生和发展可能与代谢和免疫机制密不可分。最近发现的cuprotosis揭示了一种基于线粒体呼吸和三羧酸循环的新的细胞死亡机制,并且cuprotosis与代谢过程密切相关。铜下垂过程不同于以往发现的细胞死亡过程如焦亡、凋亡和铁下垂,有望为肿瘤机制的研究提供新的视角。在这里,我们的目的是利用生物信息学和实验验证相结合的方法来探索铜肾增生的关键调节因子在肾癌中的重要作用。我们发现铁氧还蛋白1 (FDX1)与ccRCC肿瘤微环境中多种免疫细胞的浸润及免疫治疗应答有关。同时,实验证实FDX1在ccRCC中显著降低,这与之前的分析结果一致。综上所述,FDX1有望成为ccRCC免疫浸润、免疫治疗和肿瘤预后的重要标志物。
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引用次数: 0
Direct cellular targets and anticancer mechanisms of the natural product oridonin 天然产物冬凌草甲素的直接细胞靶点及其抗癌机制
Pub Date : 2023-02-24 DOI: 10.1002/mef2.35
Jialin Yao, Lu Liu, Qingxiang Sun, Xiaofei Shen

Cancer is one of the leading causes of death worldwide. The proliferation, survival, and metastasis of cancer cells are governed by a complex series of intracellular and extracellular signaling pathways. Therefore, efficient cancer therapy often requires the modulation of multiple targets. Besides, the modulation of several biological targets with a single drug can lead to synergistic therapeutic effects and avoid side effects associated with combination therapy. Oridonin, an ent-kaurane type diterpenoid isolated from Rabdosia rubescens, has been reported to possess potent anti-inflammatory, antioxidant, anticancer, and neuroprotective activities. Among its many benefits, the anticancer effects have attracted the most attention because of its effectiveness in many tumor cells and its potential to overcome therapeutic resistance. Recently, several proteins involved in oncogenic signaling, including CRM1, PHGDH, HSP70, AML1-ETO, and STAT3, were identified as functional targets of oridonin and its analogs. The binding mechanism and the consequence of oridonin binding to these oncogenic proteins are summarized and discussed. These advances suggest that oridonin exhibits broad spectrum anticancer effects by targeting multiple oncogenic proteins mainly via Michael addition between its unsaturated ketone and the cysteines in the target proteins. Therefore, oridonin and its derivatives hold the potential to be developed as multitargeting anticancer drugs.

癌症是全球主要的死亡原因之一。癌症细胞的增殖、存活和转移受一系列复杂的细胞内和细胞外信号通路支配。因此,有效的癌症治疗通常需要调节多个靶点。此外,用单一药物调节几个生物靶点可以产生协同治疗效果,并避免与联合治疗相关的副作用。冬凌草甲素是从冬凌草中分离出来的一种二萜类化合物,据报道具有强大的抗炎、抗氧化、抗癌和神经保护活性。在其众多优点中,抗癌作用因其对许多肿瘤细胞的有效性和克服治疗耐药性的潜力而备受关注。最近,几种参与致癌信号传导的蛋白质,包括CRM1、PHGDH、HSP70、AML1-ETO和STAT3,被鉴定为冬凌草甲素及其类似物的功能靶标。综述并讨论了冬凌草甲素与这些致癌蛋白的结合机制及其结果。这些进展表明,冬凌草甲素主要通过其不饱和酮和靶蛋白中半胱氨酸之间的迈克尔加成来靶向多种致癌蛋白,从而表现出广谱抗癌作用。因此,冬凌草甲素及其衍生物具有开发多靶向抗癌药物的潜力。
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引用次数: 0
Direct cellular targets and anticancer mechanisms of the natural product oridonin 天然产物鸢尾草甲素的直接细胞靶点及抗癌机制
Pub Date : 2023-02-24 DOI: 10.1002/mef2.35
Jialin Yao, Lu Liu, Qingxiang Sun, Xiaofei Shen
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引用次数: 0
Impact of genome and epigenome on intratumor heterogeneity in colorectal cancer 基因组和表观基因组对癌症肿瘤内异质性的影响
Pub Date : 2023-02-14 DOI: 10.1002/mef2.34
Jia-qian Huang, Hui-yan Luo

Recently, two companion papers published in Nature by Timon Heide et al.1 and Jacob Househam et al.2 suggested that phenotypic characteristics can vary without heritable (epi)genetic alteration to drive gene expression change, namely phenotypic plastic, which could take part in intratumor heterogeneity in colorectal cancer (CRC) evolution.

As in other cancer types, intratumor heterogeneity represents a challenge in the facets of tumorigenesis, evolution, and therapy response in CRC.3 However, the information on how genomes and epigenomes contribute to intratumor heterogeneity is limited. What's more, although consensus molecular subtypes (CMS) and CRC intrinsic subtypes (CRIS) are approaches used to classify CRC cases by gene expression patterns,4 Househam et al.2 found that very few tumors with sufficient samples could be homogeneously classified by these classifiers, indicating intratumor heterogeneity of molecular subtypes in CRC and the discrepancy between CMS and CRIS classifications. Therefore, the researchers collected a large number of samples from a multiregion of carcinoma, concomitant adenoma if present, and a distant region of the normal epithelium to integrate their spatially resolved mutiomics analysis with single gland profiling data set, and combine with computational modeling to understand the cancer cell biology and assess the functional impact of altered gene expression on the evolution of CRC, due to intratumor heterogeneity is a significant confounding factor in bulk-tumor profiling (Figure 1). As for spatially resolved multiomics analysis, it presents a new avenue to reveal tumors and microenvironments co-evolution, which could be used to clarify heterogeneity.5 In detail, it contains a strategy for the spatial sampling of tumor tissue to implement a series of new spatial genomic, transcriptomic, and proteomic technologies.5

Heide et al.1 first looked forward to measuring genome–epigenome co-evaluation in a quantitative manner and gained some evidence. First of all, it was confirmed that there were recurrent cancer driver mutation events in CRC. After examining somatic mutations in chromatin modifier genes and assessing the evolutionary selection by the ratio of nonsynonymous to synonymous substitutions (dN/dS), they identified clear evidence of clonal truncating mutations of chromatin modifiers genes, which indicated that somatic mutations affect the epigenome. Besides, somatic chromatin accessibility alterations (SCAAs), which were found in known driver genes without accompanying mutations, were a substitute pattern for driver gene (in)activation. Subsequently, Heide et al. found that most SCAAs occurred at the onset of the adenoma-carcinoma transition. And SCAAs were indeed changes that originated

专注于研究被认为促进癌症进化及其突变的驱动因素的功能。为了准确地识别克隆和亚克隆体细胞变异,并调用体细胞拷贝数改变,他们使用了广泛的单腺体、多区域全基因组测序(WGS)数据和低通WGS数据。除2例发生亚克隆KRAS或TP53突变外,CRC中大多数常见突变基因均为克隆基因。因此,利用dN/dS再次检测驱动基因的选择。在微卫星稳定性中,亚克隆变异的比值大于1,这表明在生长肿瘤中,假设的CRC亚克隆驱动突变的子集有正向选择的证据,但在微卫星不稳定性中没有,这与Heide等人的结果相似。1使用DepMap数据集进行正交评估,很少假设的驱动因子在CRC细胞系中显示出重要性的证据。总的来说,基于亚克隆的选择,甚至驱动突变在表型结果中也起着轻微的作用。随后,Househam等人在通过评估肿瘤的系统发育树形状和相关克隆结构来评估进化动力学时,在大多数肿瘤中发现了平衡状态,这表明来自同一肿瘤的不同样本和区域的分支长度相似。鉴于肿瘤C539显示的“不平衡”树,BaseScope用于可视化亚克隆,并发现亚克隆的空间分离,这表明一个子集的块是异构的。为了识别dN/dS之前选择的亚克隆变异,Househam等人设计了一个基于近似贝叶斯计算-序列蒙特卡罗(ABC-SMC)的空间推理框架来实现计算建模。为了将模型与真实数据进行比较,他们模拟了虚拟肿瘤的采样方案,并重建了一个系统发育树,其结构与观察到的系统发育树基本一致。27个肿瘤中有7个存在亚克隆选择的显著证据;此外,7个肿瘤中有4个出现了假定的亚克隆突变,并且该突变在RNA中表达。此外,肿瘤呈指数级生长或仅在外周生长较慢,经过选择的亚克隆的生长速度比背景克隆高20倍,并且大多数起源于肿瘤扩张的早期阶段。最后,Househam等人想知道被选择的亚克隆进化的原因。从选定的亚克隆中检测匹配的转座酶可及染色质测序(ATAC-seq)和RNA-seq,以生成表观基因组和转录组。通过富集分析亚克隆与背景克隆之间的差异表达基因,发现局灶黏附通路失调、上皮-间质转化程序上调(Heide等证实)1以及MYC + E2F靶点上调。此外,没有证据表明基因表达的遗传变异能够提示亚克隆选择,这暗示即使在被选择的克隆中转录变异仍然发生。在这里,我们已经认识到表观基因组在结直肠癌进化中的重要性。为了更好地理解表观遗传特征在癌症发生和发展中的关键作用,包括进一步的功能研究和机制联系的澄清,还需要做很多工作。然而,这些研究揭示了另一个因素,即表观遗传学,它普遍影响癌细胞的表型,并为更好地理解CRC的异质性提供了一个视角。黄嘉谦:可视化(主持);写作——原稿(主笔);writing-review,编辑(平等)。罗慧燕:概念化(导);获得资金(牵头);监督(领导);writing-review,编辑(平等)。两位作者都阅读并认可了这篇文章。不适用。不适用。
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引用次数: 0
Antiangiogenic therapy for ocular diseases: Current status and challenges 眼部疾病的抗血管生成治疗:现状和挑战
Pub Date : 2023-02-08 DOI: 10.1002/mef2.33
Rongyuan Chen, Juanhua Zhu, Jiaxin Hu, Xuri Li

Angiogenesis is the process of new blood vessel growth from pre-existing ones involving vascular endothelial cell activation, proliferation, migration, and tube formation. The vascular endothelial growth factor A (VEGF-A) is known to be a key factor that promotes angiogenesis. Pathological angiogenesis is a key and common feature of numerous ocular neovascular diseases, such as wet age-related macular degeneration, diabetic retinopathy, retinopathy of prematurity, retinal vein occlusion, and corneal neovascularization. Although anti-VEGF treatment has been a great success for the treatment of such ocular neovascular diseases, many challenges exist, such as limited efficacy, unresponsiveness in many patients, drug resistance, treatment burden due to repeated intravitreous injection, all of which incent much effort and enthusiasm to find new and better treatment for ocular neovascular diseases. In recent years, new antiangiogenic drug, targets and drug delivery methods have been developed. This perspective discusses the status of currently available therapies, challenges, opportunities, and potential new directions toward better therapies for ocular neovascular diseases.

血管生成是指血管内皮细胞活化、增殖、迁移和成管的过程。血管内皮生长因子A (VEGF-A)被认为是促进血管生成的关键因子。病理性血管生成是许多眼部新生血管疾病的关键和共同特征,如湿性年龄相关性黄斑变性、糖尿病视网膜病变、早产儿视网膜病变、视网膜静脉闭塞和角膜新生血管。尽管抗vegf治疗在治疗此类眼部新生血管疾病方面取得了巨大成功,但仍存在许多挑战,如疗效有限,许多患者无反应,耐药,反复玻璃体内注射造成的治疗负担,所有这些都激发了人们寻找新的更好的眼部新生血管疾病治疗方法的努力和热情。近年来,新的抗血管生成药物、靶点和给药方法不断涌现。这一观点讨论了目前可用的治疗方法、挑战、机遇和潜在的新方向,以更好地治疗眼部新生血管疾病。
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引用次数: 1
VDDB: A comprehensive resource and machine learning tool for antiviral drug discovery VDDB:抗病毒药物发现的综合资源和机器学习工具
Pub Date : 2023-01-30 DOI: 10.1002/mef2.32
Shunming Tao, Yihao Chen, Jingxing Wu, Duancheng Zhao, Hanxuan Cai, Ling Wang

Virus infection is one of the major diseases that seriously threaten human health. To meet the growing demand for mining and sharing data resources related to antiviral drugs and to accelerate the design and discovery of new antiviral drugs, we presented an open-access antiviral drug resource and machine learning platform (VDDB), which, to the best of our knowledge, is the first comprehensive dedicated resource for experimentally verified potential drugs/molecules based on manually curated data. Currently, VDDB highlights 848 clinical vaccines and 199 clinical antibodies, as well as over 710,000 small molecules targeting 39 medically important viruses including severe acute respiratory syndrome coronavirus 2. Furthermore, VDDB stores approximately three million records of pharmacological data for these collected potential antiviral drugs/molecules, involving 314 cell infection-based phenotypic and 234 target-based genotypic assays. Based on these annotated pharmacological data, VDDB allows users to browse, search, and download reliable information about these collects for various viruses of interest. In particular, VDDB also integrates 57 cell infection- and 117 target-based associated high-accuracy machine learning models to support various antivirals identification-related tasks, such as compound activity prediction, virtual screening, drug repositioning, and target fishing. VDDB is freely accessible at https://vddb.idruglab.cn.

病毒感染是严重威胁人类健康的主要疾病之一。为了满足对抗病毒药物相关数据资源挖掘和共享的日益增长的需求,加快新型抗病毒药物的设计和发现,我们提出了一个开放获取的抗病毒药物资源和机器学习平台(VDDB),据我们所知,这是第一个基于人工整理数据的实验验证潜在药物/分子的综合专用资源。目前,VDDB拥有848种临床疫苗和199种临床抗体,以及针对包括严重急性呼吸综合征冠状病毒2在内的39种医学上重要病毒的71万多个小分子。此外,VDDB存储了这些收集到的潜在抗病毒药物/分子的大约300万条药理学数据记录,包括314项基于细胞感染的表型和234项基于靶标的基因型分析。基于这些带注释的药理学数据,VDDB允许用户浏览、搜索和下载关于这些收集的各种感兴趣的病毒的可靠信息。特别是,VDDB还集成了57种细胞感染和117种基于靶标的相关高精度机器学习模型,以支持各种抗病毒药物鉴定相关任务,如化合物活性预测、虚拟筛选、药物重新定位和靶标捕捞。VDDB可以在https://vddb.idruglab.cn上免费访问。
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引用次数: 0
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MedComm - Future medicine
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