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Potent lung tumor promotion by inhaled MWCNT. 吸入 MWCNT 可有效促进肺部肿瘤生长。
IF 5 3区 医学 Q3 NANOSCIENCE & NANOTECHNOLOGY Pub Date : 2024-02-01 Epub Date: 2024-02-29 DOI: 10.1080/17435390.2024.2314473
Dale W Porter, Marlene S Orandle, Ann Hubbs, Lauren M Staska, David Lowry, Michael Kashon, Michael G Wolfarth, Walter McKinney, Linda M Sargent

In the lung, carcinogenesis is a multi-stage process that includes initiation by a genotoxic agent, promotion that expands the population of cells with damaged DNA to form a tumor, and progression from benign to malignant neoplasms. We have previously shown that Mitsui-7, a long and rigid multi-walled carbon nanotube (MWCNT), promotes pulmonary carcinogenesis in a mouse model. To investigate the potential exposure threshold and dose-response for tumor promotion by this MWCNT, 3-methylcholanthrene (MC) initiated (10 μg/g, i.p., once) or vehicle (corn oil) treated B6C3F1 mice were exposed by inhalation to filtered air or MWCNT (5 mg/m3) for 5 h/day for 0, 2, 5, or 10 days and were followed for 17 months post-exposure for evidence of lung tumors. Pulmonary neoplasia incidence in MC-initiated mice significantly increased with each MWCNT exposure duration. Exposure to either MC or MWCNT alone did not affect pulmonary neoplasia incidence compared with vehicle controls. Lung tumor multiplicity in MC-initiated mice also significantly increased with each MWCNT exposure duration. Thus, a significantly higher lung tumor multiplicity was observed after a 10-day MWCNT exposure than following a 2-day exposure. Both bronchioloalveolar adenoma and bronchioloalveolar adenocarcinoma multiplicity in MC-initiated mice were significantly increased following 5- and 10-day MWCNT exposure, while a 2-day MWCNT exposure in MC-initiated mice significantly increased the multiplicity of adenomas but not adenocarcinomas. In this study, even the lowest MWCNT exposure promoted lung tumors in MC-initiated mice. Our findings indicate that exposure to this MWCNT strongly promotes pulmonary carcinogenesis.

在肺部,癌变是一个多阶段的过程,包括由基因毒性物质引发、促进DNA受损细胞群的扩大以形成肿瘤,以及从良性肿瘤发展为恶性肿瘤。我们曾在小鼠模型中发现,长而坚硬的多壁碳纳米管(MWCNT)Mitsui-7 会促进肺癌的发生。为了研究这种多壁碳纳米管促进肿瘤的潜在暴露阈值和剂量反应,我们通过吸入过滤空气或多壁碳纳米管(5 毫克/立方米),每天 5 小时,分别暴露于 3-甲基胆蒽(MC)(10 微克/克,静脉注射,一次)或载体(玉米油)处理的 B6C3F1 小鼠,暴露时间为 0、2、5 或 10 天,暴露后跟踪观察 17 个月,以观察肺肿瘤的证据。随着接触 MWCNT 时间的延长,MC 引发的小鼠肺肿瘤发病率显著增加。与车辆对照组相比,单独暴露于 MC 或 MWCNT 不会影响肺肿瘤发病率。MC 引发的小鼠的肺肿瘤复发率也随着每个 MWCNT 暴露持续时间的延长而显著增加。因此,与暴露 2 天的小鼠相比,暴露 10 天的小鼠肺肿瘤复发率明显更高。MC 引发的小鼠在暴露 5 天和 10 天 MWCNT 后,支气管肺泡腺瘤和支气管肺泡腺癌的复发率都显著增加,而 MC 引发的小鼠暴露 2 天 MWCNT 后,腺瘤的复发率显著增加,但腺癌的复发率没有增加。在这项研究中,即使最低的 MWCNT 暴露也会促进 MC 引发的小鼠肺部肿瘤的发生。我们的研究结果表明,暴露于这种 MWCNT 会强烈促进肺癌的发生。
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引用次数: 0
Toxicity study of pro-angiogenic casein manganese oxide nanoparticles: an in vitro and in vivo approach 促血管生成酪蛋白氧化锰纳米颗粒的毒性研究:一种体外和体内方法
IF 5 3区 医学 Q3 NANOSCIENCE & NANOTECHNOLOGY Pub Date : 2023-12-18 DOI: 10.1080/17435390.2023.2291788
Shagufta Haque, Sanchita Tripathy, Yogesh Chandra, Kathirvel Muralidharan, Chitta Ranjan Patra
Recently, we have demonstrated casein manganese oxide nanoparticles (CMnNP) that exhibit pro-angiogenic property established through different in vitro and in vivo experiments. The CMnNP was explor...
最近,我们通过不同的体外和体内实验证明了酪蛋白氧化锰纳米颗粒(CMnNP)具有促血管生成特性。我们对酪蛋白氧化锰纳米颗粒进行了探索。
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引用次数: 0
A bibliometric analysis of the recent achievements in pulmonary safety of nanoparticles. 纳米颗粒肺安全性的文献计量学分析。
IF 5 3区 医学 Q3 NANOSCIENCE & NANOTECHNOLOGY Pub Date : 2023-12-01 Epub Date: 2023-12-14 DOI: 10.1080/17435390.2023.2276411
Karina Falkiewicz, Izabela Fryca, Krzesimir Ciura, Alicja Mikolajczyk, Karolina Jagiello, Tomasz Puzyn

Assessing research activity is an important step for planning future initiatives oriented toward filling the remaining gaps in a field. Therefore, the objective of the current study was to review recently published research on pulmonary toxicity caused by nanomaterials. However, here, instead of reviewing possible toxic effects and discussing their mode of action, the goal was to establish trends considering for example examined so far nanomaterials or used testing strategies. A total of 2316 related articles retrieved from the three most cited databases (PubMed Scopus, Web of Science), selected based on the title and abstract requirements, were used as the source of the review. Based on the bibliometric analysis, the nano-meter metal oxides, and carbon-based nanotubes were identified as the most frequently studied nanomaterials, while quantum dots, which might induce possible harmful effects, were not considered so far. The majority of testing of pulmonary safety is based on in vitro studies with observed growth of the contribution of novel testing strategies, such as 3D lung model, air-liquid interface system, or omic analysis.

评估研究活动是规划面向填补领域剩余空白的未来倡议的重要步骤。因此,本研究的目的是回顾最近发表的关于纳米材料引起的肺毒性的研究。然而,在这里,不是审查可能的毒性作用和讨论它们的作用模式,目标是建立考虑到例如迄今为止研究的纳米材料或使用的测试策略的趋势。根据标题和摘要要求,从三个被引次数最多的数据库(PubMed Scopus, Web of Science)中检索到2316篇相关文章作为综述的来源。基于文献计量学分析,纳米金属氧化物和碳基纳米管是研究最多的纳米材料,而量子点可能引起有害影响,迄今尚未考虑。肺安全性的大多数测试是基于体外研究,观察到新的测试策略的贡献增长,如三维肺模型,气液界面系统或组学分析。
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引用次数: 0
An analysis on control banding-based methods used for occupational risk assessment of nanomaterials. 分析用于纳米材料职业风险评估的基于控制带的方法。
IF 5 3区 医学 Q3 NANOSCIENCE & NANOTECHNOLOGY Pub Date : 2023-12-01 Epub Date: 2024-01-18 DOI: 10.1080/17435390.2023.2293141
Soqrat Omari Shekaftik, Nafiseh Nasirzadeh, Mahdi Mohammadiyan, Saman Mohammadpour

Despite all benefits of nanomaterials, their unique characteristics made them an emerging hazard in workplaces, which need to be assessed for their potential risks. So, the aim of this study was to review all the studies conducted on the risk assessment of activities involving nanomaterials with CB-based methods.This study is based on a literature review on databases including Web of science, Scopus, PubMed, and SID. After reviewing and screening studies according to PRISMA, the collected data were meta-analyzed by Comprehensive Meta-Analysis Software. Also, Newcastle-Ottawa checklist was used for quality assessment of the studies. To determine similarity of methods, Cohen's Kappa was used. Sensitivity analysis was used to determine the role of each factor in the risk assessment by using the Crystal Ball tool.There are eight validated methods for risk assessment. Also, some authors used a self-deigned tool based on CB approach. The results of meta-analysis showed that the odds ratio for the risk of activities involved with nanomaterials was 0.654 (high risk). Results of simulation for Nanotool showed that the mean risk level of activities involved with nanomaterials, with a certainty of 95.07%, is moderate (RL3). Moreover, sensitivity analysis showed that the risk was depended on "Hazard band" in all methods except ISO method.The obtained results can be useful in improving existing methods and suggesting new methods. Also, there is a need to design and propose specific methods for risk assessment of incidental and natural nanomaterials.

尽管纳米材料具有各种优点,但其独特的特性使其成为工作场所新出现的危险,需要对其潜在风险进行评估。因此,本研究的目的是回顾所有采用基于 CB 的方法对涉及纳米材料的活动进行风险评估的研究。本研究基于对科学网、Scopus、PubMed 和 SID 等数据库的文献回顾。根据 PRISMA 对研究进行审查和筛选后,利用综合荟萃分析软件对收集到的数据进行了荟萃分析。此外,还使用纽卡斯尔-渥太华核对表对研究进行质量评估。为确定方法的相似性,使用了科恩卡帕(Cohen's Kappa)。使用水晶球工具进行敏感性分析,以确定每个因素在风险评估中的作用。此外,一些作者还使用了基于 CB 方法的自定工具。荟萃分析结果表明,与纳米材料有关的活动风险的几率比为 0.654(高风险)。对 Nanotool 的模拟结果表明,涉及纳米材料的活动的平均风险水平为中等(RL3),确定性为 95.07%。此外,敏感性分析表明,除 ISO 方法外,所有方法的风险都取决于 "危险带"。此外,还需要设计和提出对偶然和天然纳米材料进行风险评估的具体方法。
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引用次数: 0
Correction. 校正
IF 5 3区 医学 Q3 NANOSCIENCE & NANOTECHNOLOGY Pub Date : 2023-12-01 Epub Date: 2023-12-14 DOI: 10.1080/17435390.2023.2277993
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引用次数: 0
Evaluation of mucosal immune profile associated with Zileuton nanocrystal-formulated BCS-II drug upon oral administration in Sprague Dawley rats. 评估 Sprague Dawley 大鼠口服 Zileuton 纳米晶体配制的 BCS-II 药物后的粘膜免疫概况。
IF 5 3区 医学 Q3 NANOSCIENCE & NANOTECHNOLOGY Pub Date : 2023-12-01 Epub Date: 2024-01-18 DOI: 10.1080/17435390.2023.2289940
Sangeeta Khare, Rajan Jog, Anshel Bright, Diane J Burgess, Sushanta K Chakder, Kuppan Gokulan

Nanocrystal drug formulation involves several critical manufacturing procedures that result in complex structures to improve drug solubility, dissolution, bioavailability, and consequently the efficacy of poorly soluble Biopharmaceutics Classification System (BCS) II and IV drugs. Nanocrystal formulation of an already approved oral drug may need additional immunotoxic assessment due to changes in the physical properties of the active pharmaceutical ingredient (API). In this study, we selected Zileuton, an FDA-approved drug that belongs to BCS-II for nanocrystal formulation. To evaluate the efficacy and mucosal immune profile of the nanocrystal drug, 10-week-old rats were dosed using capsules containing either API alone or nanocrystal formulated Zileuton (NDZ), or with a physical mixture (PM) using flexible oral gavage syringes. Control groups consisted of untreated, or placebo treated animals. Test formulations were administrated to rats at a dose of 30 mg/kg body weight (bw) once a day for 15 days. The rats treated with NDZ or PM had approximately 4.0 times lower (7.5 mg/kg bw) API when compared to the micron sized API treated rats. At the end of treatment, mucosal (intestinal tissue) and circulating cytokines were measured. The immunological response revealed that NDZ decreased several proinflammatory cytokines in the ileal mucosa (Interleukin-18, Tumor necrosis Factor-α and RANTES [regulated upon activation, normal T cell expressed and secreted]). A similar pattern in the cytokine profile was also observed for the micron sized API and PM treated rats. The cytokine production revealed that there was a significant increase in the production of IL-1β and IL-10 in the females in all experimental groups. Additionally, NDZ showed an immunosuppressive effect on proinflammatory cytokines both locally and systemically, which was similar to the response in micron sized API treated rats. These findings indicate that NDZ significantly decreased several proinflammatory cytokines and it displays less immunotoxicity, probably due to the nanocrystal formulation. Thus, the nanocrystal formulation is more suitable for oral drug delivery, as it exhibited better efficacy, safety, and reduced toxicity.

纳米晶体药物制剂涉及几个关键的生产程序,这些程序会产生复杂的结构,从而提高药物的溶解度、溶出度和生物利用度,进而提高溶解度较低的生物制药分类系统(BCS)II 级和 IV 级药物的疗效。由于活性药物成分(API)的物理性质发生变化,已获批口服药物的纳米晶制剂可能需要进行额外的免疫毒性评估。在本研究中,我们选择了美国食品及药物管理局(FDA)批准的一种属于 BCS-II 级的药物齐留通(Zileuton)作为纳米晶体制剂。为了评估纳米晶体药物的疗效和粘膜免疫概况,我们使用灵活的口腔灌胃注射器给 10 周大的大鼠注射了含有单独原料药或纳米晶体制剂齐留通(NDZ)或物理混合物(PM)的胶囊。对照组包括未经处理的动物或经安慰剂处理的动物。给大鼠服用试验配方,剂量为 30 毫克/千克体重(bw),每天一次,连续 15 天。与使用微米级原料药的大鼠相比,使用 NDZ 或 PM 的大鼠的原料药含量大约低 4.0 倍(7.5 毫克/千克体重)。治疗结束时,对粘膜(肠组织)和循环细胞因子进行了测定。免疫反应显示,NDZ 降低了回肠粘膜中的几种促炎细胞因子(白细胞介素-18、肿瘤坏死因子-α 和 RANTES [活化时调节,正常 T 细胞表达和分泌])。在微粒大小的原料药和 PM 处理的大鼠身上也观察到了类似的细胞因子谱。细胞因子的产生情况表明,所有实验组雌性大鼠的 IL-1β 和 IL-10 的产生量都显著增加。此外,NDZ 对局部和全身的促炎细胞因子都有免疫抑制作用,这与微粒大小 API 处理大鼠的反应相似。这些研究结果表明,NDZ 能显著降低几种促炎细胞因子,而且免疫毒性较低,这可能与纳米晶体配方有关。因此,纳米晶体制剂更适合口服给药,因为它具有更好的疗效、安全性和低毒性。
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引用次数: 0
Biodistribution and histological analysis of iron oxide-dextran nanoparticles in wistar rats. 氧化铁-葡聚糖纳米颗粒在wistar大鼠体内的生物分布及组织学分析。
IF 5 3区 医学 Q3 NANOSCIENCE & NANOTECHNOLOGY Pub Date : 2023-12-01 Epub Date: 2023-12-14 DOI: 10.1080/17435390.2023.2276413
Gary Hannon, Anna Bogdanska, Anna Keogh, Stephen P Finn, Oliviero L Gobbo, Adriele Prina-Mello

Iron oxide nanoparticles (IONP) are showing promise in many biomedical applications. One of these- magnetic hyperthermia- utilizes externally applied alternating magnetic fields and tumor-residing magnetic nanoparticles to generate localized therapeutic temperature elevations. Magnetic hyperthermia is approved in Europe to treat glioblastoma and is undergoing clinical assessment in the United States to treat prostate cancer. In this study, we performed biodistribution and histological analysis of a new IONP (RCL-01) in Wistar rats. These nanoparticles are currently undergoing clinical assessment in locally advanced pancreatic ductal adenocarcinoma to determine the feasibility of magnetic hyperthermia treatment in this disease. The study presented here aimed to determine the fate of these nanoparticles in vivo and whether this results in organ damage. Wistar rats were injected intravenously with relatively high doses of IONP (30 mgFe/kg, 45 mgFe/kg and 60 mgFe/kg) and compared to a vehicle control to determine the accumulation of iron in organs and whether this resulted in histological changes in these tissues. Dose-dependent increases of iron were observed in the liver, spleen and lungs of IONP-treated animals at 7 days postinjection; however, this did not result in significant histological changes in these tissues. Immunofluorescent imaging determined these nanoparticles are internalized by macrophages in tissue, suggesting they are readily phagocytosed by the reticuloendothelial system for eventual recycling. Notably, no changes in iron or dextran staining were found in the kidneys across all treatment groups, providing evidence for potential renal clearance.

氧化铁纳米颗粒(IONP)在许多生物医学应用中显示出前景。其中一种是磁热疗,利用外部施加的交变磁场和驻留肿瘤的磁性纳米颗粒来产生局部治疗温度升高。磁热疗法在欧洲被批准用于治疗胶质母细胞瘤,在美国正在进行治疗前列腺癌的临床评估。在本研究中,我们对Wistar大鼠体内的一种新的IONP (RCL-01)进行了生物分布和组织学分析。这些纳米颗粒目前正在局部晚期胰腺导管腺癌的临床评估中,以确定磁热疗治疗这种疾病的可行性。本研究旨在确定这些纳米颗粒在体内的命运,以及这是否会导致器官损伤。Wistar大鼠静脉注射相对高剂量的IONP (30 mgFe/kg、45 mgFe/kg和60 mgFe/kg),并与对照对照进行比较,以确定铁在器官中的积累,以及这是否导致这些组织的组织学改变。注射后7天,观察到ionp处理动物的肝脏、脾脏和肺部铁含量呈剂量依赖性增加;然而,这并没有导致这些组织发生显著的组织学变化。免疫荧光成像确定这些纳米颗粒被组织中的巨噬细胞内化,表明它们很容易被网状内皮系统吞噬并最终循环利用。值得注意的是,在所有治疗组中,肾脏中没有发现铁或右旋糖酐染色的变化,这为潜在的肾脏清除提供了证据。
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引用次数: 0
N6-methyladenosine (M6A) in fetal offspring modifies mitochondrial gene expression following gestational nano-TiO2 inhalation exposure. 妊娠期吸入纳米二氧化钛后,胎儿后代体内的N6-甲基腺苷(M6A)会改变线粒体基因的表达。
IF 5 3区 医学 Q3 NANOSCIENCE & NANOTECHNOLOGY Pub Date : 2023-12-01 Epub Date: 2024-01-18 DOI: 10.1080/17435390.2023.2293144
Amina Kunovac, Quincy A Hathaway, Dharendra Thapa, Andrya J Durr, Andrew D Taylor, Saira Rizwan, Daud Sharif, Stephen J Valentine, John M Hollander

N6-methyladenosine (m6A) is the most prominent epitranscriptomic modification to RNA in eukaryotes, but it's role in adaptive changes within the gestational environment are poorly understood. We propose that gestational exposure to nano titanium dioxide (TiO2) contributes to cardiac m6A methylation in fetal offspring and influences mitochondrial gene expression. 10-week-old pregnant female FVB/NJ wild-type mice underwent 6 nonconsecutive days of whole-body inhalation exposure beginning on gestational day (GD) 5. Mice were exposed to filtered room air or nano-TiO2 with a target aerosol mass concentration of 12 mg/m3. At GD 15 mice were humanely killed and cardiac RNA and mitochondrial proteins extracted. Immunoprecipitation with m6A antibodies was performed followed by sequencing of immunoprecipitant (m6A) and input (mRNA) on the Illumina NextSeq 2000. Protein extraction, preparation, and LC-MS/MS were used for mitochondrial protein quantification. There were no differences in maternal or fetal pup weights, number of pups, or pup heart weights between exposure and control groups. Transcriptomic sequencing revealed 3648 differentially expressed mRNA in nano-TiO2 exposed mice (Padj ≤ 0.05). Transcripts involved in mitochondrial bioenergetics were significantly downregulated (83 of 85 genes). 921 transcripts revealed significant m6A methylation sites (Padj ≤ 0.10). 311 of the 921 mRNA were identified to have both 1) significantly altered expression and 2) differentially methylated sites. Mitochondrial proteomics revealed decreased expression of ATP Synthase subunits in the exposed group (P ≤ 0.05). The lack of m6A modifications to mitochondrial transcripts suggests a mechanism for decreased transcript stability and reduced protein expression due to gestational nano-TiO2 inhalation exposure.

N6-甲基腺苷(m6A)是真核生物中 RNA 最显著的表转录组修饰,但它在妊娠环境适应性变化中的作用却鲜为人知。我们提出,妊娠期接触纳米二氧化钛(TiO2)会导致胎儿后代心脏m6A甲基化,并影响线粒体基因的表达。10 周大的雌性 FVB/NJ 野生型妊娠小鼠从妊娠第 5 天开始接受了 6 天不连续的全身吸入暴露。小鼠暴露于过滤的室内空气或目标气溶胶质量浓度为 12 mg/m3 的纳米二氧化钛中。在 GD 15 时,小鼠被人道处死,并提取心脏 RNA 和线粒体蛋白。用 m6A 抗体进行免疫沉淀,然后在 Illumina NextSeq 2000 上对免疫沉淀物(m6A)和输入物(mRNA)进行测序。蛋白质提取、制备和 LC-MS/MS 用于线粒体蛋白质定量。暴露组和对照组的母体或胎儿幼崽体重、幼崽数量或幼崽心脏重量均无差异。转录组测序显示,暴露于纳米二氧化钛的小鼠有 3648 个不同表达的 mRNA(Padj ≤ 0.05)。涉及线粒体生物能的转录本显著下调(85 个基因中的 83 个)。921 个转录本显示了明显的 m6A 甲基化位点(Padj ≤ 0.10)。在这 921 个 mRNA 中,有 311 个被确定为同时具有 1) 明显改变的表达和 2) 不同的甲基化位点。线粒体蛋白质组学显示,暴露组 ATP 合成酶亚基的表达量减少(P ≤ 0.05)。线粒体转录本缺乏 m6A 修饰表明,妊娠期吸入纳米二氧化钛会导致转录本稳定性降低和蛋白质表达减少。
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引用次数: 0
Lung toxicity, deposition, and clearance of thermal spray coating particles with different metal profiles after inhalation in rats. 大鼠吸入含有不同金属成分的热喷涂涂层颗粒对肺部的毒性、沉积和清除。
IF 5 3区 医学 Q3 NANOSCIENCE & NANOTECHNOLOGY Pub Date : 2023-12-01 Epub Date: 2024-01-18 DOI: 10.1080/17435390.2023.2297048
James M Antonini, Vamsi Kodali, Terence G Meighan, Walter McKinney, Jared L Cumpston, Howard D Leonard, James B Cumpston, Sherri Friend, Stephen S Leonard, Ronnee Andrews, Patti C Zeidler-Erdely, Aaron Erdely, Eun Gyung Lee, Aliakbar A Afshari

Thermal spray coating is a process in which molten metal is sprayed onto a surface. Little is known about the health effects associated with these aerosols. Sprague-Dawley rats were exposed to aerosols (25 mg/m3 × 4 hr/d × 4 d) generated during thermal spray coating using different consumables [i.e. stainless-steel wire (PMET731), Ni-based wire (PMET885), Zn-based wire (PMET540)]. Control animals received air. Bronchoalveolar lavage was performed at 4 and 30 d post-exposure to assess lung toxicity. The particles were chain-like agglomerates and similar in size (310-378 nm). Inhalation of PMET885 aerosol caused a significant increase in lung injury and inflammation at both time points. Inhalation of PMET540 aerosol caused a slight but significant increase in lung toxicity at 4 but not 30 d. Exposure to PMET731 aerosol had no effect on lung toxicity. Overall, the lung responses were in the order: PMET885≫PMET540 >PMT731. Following a shorter exposure (25 mg/m3 × 4 h/d × 1d), lung burdens of metals from the different aerosols were determined by ICP-AES at 0, 1, 4 and 30 d post-exposure. Zn was cleared from the lungs at the fastest rate with complete clearance by 4 d post-exposure. Ni, Cr, and Mn had similar rates of clearance as nearly half of the deposited metal was cleared by 4 d. A small but significant percentage of each of these metals persisted in the lungs at 30 d. The pulmonary clearance of Fe was difficult to assess because of inherently high levels of Fe in control lungs.

热喷涂是一种将熔融金属喷射到表面的工艺。人们对这些气溶胶对健康的影响知之甚少。使用不同的消耗品[即不锈钢丝(PMET731)、镍基金属丝(PMET885)和锌基金属丝(PMET540)],让 Sprague-Dawley 大鼠接触热喷涂过程中产生的气溶胶(25 mg/m3 × 4 小时/天 × 4 天)。对照组动物接受空气。暴露后 4 天和 30 天进行支气管肺泡灌洗,以评估肺部毒性。颗粒呈链状团块,大小相似(310-378 nm)。在两个时间点吸入 PMET885 气溶胶会导致肺损伤和炎症显著增加。吸入 PMET540 气溶胶在 4 天后会导致肺毒性轻微但显著的增加,但在 30 天后则不会。总的来说,肺部反应的顺序如下PMET885≫PMET540>PMT731。在较短时间的暴露(25 毫克/立方米 × 4 小时/天 × 1 天)后,在暴露后 0、1、4 和 30 天,用 ICP-AES 测定不同气溶胶中金属的肺负荷。锌以最快的速度从肺部清除,在暴露后 4 天完全清除。镍、铬和锰的清除率相似,沉积金属的近一半在 4 d 前被清除。
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引用次数: 0
Artificial augmented dataset for the enhancement of nano-QSARs models. A methodology based on topological projections. 用于增强纳米QSAR模型的人工增强数据集。一种基于拓扑投影的方法。
IF 5 3区 医学 Q3 NANOSCIENCE & NANOTECHNOLOGY Pub Date : 2023-08-01 Epub Date: 2023-12-01 DOI: 10.1080/17435390.2023.2268163
Irini Furxhi, Michal Kalapus, Anna Costa, Tomasz Puzyn

Nanoinformatics demands accurate predictive models to assess the potential hazards of nanomaterials (NMs). However, limited data availability and the diverse nature of NMs physicochemical properties and their interaction with biological media, hinder the development of robust nano-Quantitative Structure-Activity Relationship (QSAR) models. This article proposes an approach that combines artificially data generation techniques and topological projections to address the challenges of insufficient dataset sizes and their limited representativeness of the chemical space. By leveraging the rich information embedded in the topological features, this methodology enhances the representation of the chemical space, enabling a more an exploration of the structure-activity relationships. We demonstrate the efficacy of our approach through extensive experiments, employing various machine learning regression algorithms to validate the methodology. Finally, we compare two different resampling approaches based on different modeling scenarios. The results showcase a significant improved predictive performance of QSAR models demonstrating a promising strategy to overcome the limitations of small datasets in the field of nanoinformatics. The proposed approach offers noteworthy potential for advancing nanoinformatics research within the nanosafety domain by enabling the development of more accurate predictive models for assessing the potential hazards associated with NMs.

纳米信息学需要准确的预测模型来评估纳米材料的潜在危害。然而,有限的数据可用性和NMs物理化学性质及其与生物介质相互作用的多样性阻碍了稳健的纳米定量构效关系(QSAR)模型的发展。本文提出了一种将人工数据生成技术和地形投影相结合的方法,以解决数据集大小不足及其化学空间代表性有限的挑战。通过利用地形特征中嵌入的丰富信息,该方法增强了化学空间的表现力,从而能够更深入地探索结构-活性关系。我们通过大量实验证明了我们的方法的有效性,使用了各种机器学习回归算法来验证方法。最后,我们比较了基于不同建模场景的两种不同的重采样方法。结果表明,QSAR模型的预测性能显著提高,这表明在纳米信息学领域,克服小型数据集的局限性是一种很有前途的策略。所提出的方法通过开发更准确的预测模型来评估NMs的潜在危害,为推进纳米安全领域的纳米信息学研究提供了值得注意的潜力。
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Nanotoxicology
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