Asbestos, Serpentine

石棉,蛇纹石
  • 文章类型: Journal Article
    在这项工作中,研究了微波辅助酸处理对温石棉纤维形态和晶体化学特性的影响。低浓度的硝酸(0.2N)用于去除位于其结构八面体片中的Mg2物种,从而引起形成非结晶无定形二氧化硅骨架的结晶化学变化。该骨架保持细长的形态,但其特征是圆形-不锋利的边缘和多孔表面,与温石棉的初始纤维相比,其在应力下的物理阻力降低,有利于降低纤维的致病性。因此,微波辅助酸处理作为一种低成本,快速有效的选择,以避免与石棉废物管理相关的危险。
    In this work, the effect of microwave-assisted acid treatments on the morphological and crystallochemical characteristics of chrysotile fibers is investigated. A low concentration of nitric acid (0.2 N) is used to remove Mg2+-species located in the octahedral sheet of its structure, thereby causing a crystallo-chemical change forming a skeleton of non-crystalline amorphous silica. This skeleton maintains an elongated morphology but characterized by rounded -not sharp-edges and porous surfaces whose physical resistance under stress is reduced when compared with the initial fibers of chrysotile, favoring a lower pathogenicity of the fibers. Thus, microwave-assisted acid treatment rise as a low-cost, fast and effective option in avoiding the dangerousness associated with asbestos waste management.
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  • 文章类型: Journal Article
    为了评估P&H高架起重机在制动器维护和维修活动中潜在的空气中石棉暴露,以及在随后处理机械师的衣服时。
    在制动测试过程中测量了个人(n=27)和面积(n=61)的空气传播纤维浓度,移除,手工打磨,压缩空气的使用,拆卸和重新连接含温石棉的制动衬片,并重新安装制动衬片。机械师的衣服被用来测量衣服处理过程中的潜在暴露。
    所有制动衬片中含有19.9%至52.4%温石棉。在任何散装或空气传播样品中均未检测到闪石纤维。平均全移空气中温石棉浓度为0.035f/cc(PCM当量石棉专用纤维,或PCME)。在制动维护期间收集的基于任务的平均个人空气样本,打磨,压缩空气的使用,制动衬片拆卸任务范围为0至0.48f/cc(PCME)。与5-15分钟的衣物处理相关的计算的30分钟时间加权平均值(TWA)空气中温石棉浓度为0-0.035f/ccPCME。
    结果表明,在所有起重机制动器维护和衣物处理任务期间测得的个人和区域TWA纤维浓度均低于当前OSHA8-hTWA石棉允许暴露极限0.1f/cc。Further,根据制造商的维护手册程序,在常规制动维护任务中没有测量空气中的石棉纤维。在非常规任务期间测得的所有短期空气中温石棉浓度均低于当前的1f/cc的OSHA石棉30分钟行程极限。这项研究增加了有关高架起重机维护期间温石棉暴露潜力的可用数据。
    UNASSIGNED: To evaluate potential airborne asbestos exposures during brake maintenance and repair activities on a P&H overhead crane, and during subsequent handling of the mechanic\'s clothing.
    UNASSIGNED: Personal (n = 27) and area (n = 61) airborne fiber concentrations were measured during brake tests, removal, hand sanding, compressed air use, removal and reattachment of chrysotile-containing brake linings, and reinstallation of the brake linings. The mechanic\'s clothing was used to measure potential exposure during clothes handling.
    UNASSIGNED: All brake linings contained between 19.9% to 52.4% chrysotile asbestos. No amphibole fibers were detected in any bulk or airborne samples. The average full-shift airborne chrysotile concentration was 0.035 f/cc (PCM-equivalent asbestos-specific fibers, or PCME). Average task-based personal air samples collected during brake maintenance, sanding, compressed air use, and brake lining removal tasks ranged from 0 to 0.48 f/cc (PCME). The calculated 30-minute time-weighted average (TWA) airborne chrysotile concentration associated with 5-15 minutes of clothes handling was 0-0.035 f/cc PCME.
    UNASSIGNED: The results indicated that personal and area TWA fiber concentrations measured during all crane brake maintenance and clothes handling tasks were below the current OSHA 8-h TWA Permissible Exposure Limit for asbestos of 0.1 f/cc. Further, no airborne asbestos fibers were measured during routine brake maintenance tasks following the manufacturer\'s maintenance manual procedures. All short-term airborne chrysotile concentrations measured during non-routine tasks were below the current 30-minute OSHA excursion limit for asbestos of 1 f/cc. This study adds to the available data regarding chrysotile exposure potential during maintenance on overhead cranes.
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  • 文章类型: Journal Article
    本文总结了在处理短纤维温石棉石棉过程中收集的历史石棉暴露数据,该石棉被用作石油和天然气勘探中钻井液的添加剂。在1972年至1985年之间,从20多个钻机中收集并分析了1171个工业卫生(IH)个人和区域空气样本。数据集由1097个短期样品(<240分钟)组成,其中80%以上的样品持续时间小于30分钟。使用相差显微镜(PCM)在石棉处理活动期间测得的平均空气传播纤维浓度范围为0.62f/cc至3.39f/cc。另外14个样品被认为是长期样品(>240分钟),并且有60个样品没有报告样品持续时间。8小时时间加权平均(8小时TWA)结果,使用短期样本计算,以及大于240分钟的长期样本,未超过同期职业安全与健康管理局(OSHA)允许接触限值(PEL)。该分析填补了使用含有温石棉的钻井泥浆添加剂(DMA)评估石棉暴露的数据空白。
    This paper summarizes historical asbestos exposure data collected during the handling of short-fiber chrysotile asbestos that was used as an additive to drilling fluid in oil and gas exploration. A total of 1171 industrial hygiene (IH) personal and area air samples were collected and analyzed from more than 20 drilling rigs between 1972 and 1985. The dataset consists of 1097 short-term samples (<240 min) with more than 80% having sample durations less than 30 min. Average airborne fiber concentrations measured during asbestos handling activities ranged from 0.62 f/cc to 3.39 f/cc using phase-contrast microscopy (PCM). An additional 14 samples were considered long-term samples (>240 min) and there were 60 samples with no reported sample duration. Eight-hour time-weighted average (8-h TWA) results, calculated using short-term samples, along with long-term samples greater than 240 min, did not exceed contemporaneous Occupational Safety and Health Administration (OSHA) permissible exposure limits (PELs). This analysis fills a data gap in the evaluation of asbestos exposures from the use of drilling mud additives (DMAs) that contained chrysotile asbestos.
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  • 文章类型: Journal Article
    几十年来,石棉纤维一直被认为是一种环境危害。然而,关于循环免疫细胞抵消其毒性的尝试知之甚少。我们解决了初期免疫细胞中纤维释放的可溶性因子(即重金属)的早期影响,在肺泡/内皮细胞层下方立即循环。相比之下,还研究了纤维对内皮细胞的直接作用,因为已知这些细胞维持炎症过程。分析的三种矿物纤维表明,相对于青石棉(CRO),主要是温石棉(CHR)和毛沸石(ERI)能够在细胞外介质中释放有毒金属。在最初的24小时内。尽管如此,所有三种纤维都能够在间接攻击的幼稚THP-1单核细胞(由膜隔开)中诱导氧化应激和基因毒性损伤.相反,只有CHR释放的金属离子诱导细胞凋亡,NF-κB激活,细胞因子和CD163基因过表达,表明向M0巨噬细胞表型分化。另一方面,与HECV内皮细胞直接接触的三种矿物纤维均表现出细胞毒性,基因毒性和凋亡效应,细胞因子和ICAM-I过表达,表明这些细胞促进肺部炎症环境的能力,与吸入纤维的类型无关。我们的研究强调了细胞对矿物纤维的不同反应,这些反应是由细胞的性质和功能引起的。而且来自纤维的化学物理特性。总之,CHR代表了主要的促炎触发因素,能够招募和激活循环中的幼稚单核细胞,通过它释放的金属,已经在吸入后的第一个24小时。
    Asbestos fibres have been considered an environmental hazard for decades. However, little is known about the attempts of circulating immune cells to counteract their toxicity. We addressed the early effects of fibre-released soluble factors (i.e. heavy metals) in naïve immune cells, circulating immediately below the alveolar/endothelial cell layer. By comparison, the direct fibre effects on endotheliocytes were also studied since these cells are known to sustain inflammatory processes. The three mineral fibres analysed showed that mainly chrysotile (CHR) and erionite (ERI) were able to release toxic metals in extracellular media respect to crocidolite (CRO), during the first 24 h. Nevertheless, all three fibres were able to induce oxidative stress and genotoxic damage in indirectly challenged naïve THP-1 monocytes (separated by a membrane). Conversely, only CHR-released metal ions induced apoptosis, NF-κB activation, cytokines and CD163 gene overexpression, indicating a differentiation towards the M0 macrophage phenotype. On the other hand, all three mineral fibres in direct contact with HECV endothelial cells showed cytotoxic, genotoxic and apoptotic effects, cytokines and ICAM-I overexpression, indicating the ability of these cells to promote an inflammatory environment in the lung independently from the type of inhaled fibre. Our study highlights the different cellular responses to mineral fibres resulting from both the nature of the cells and their function, but also from the chemical-physical characteristics of the fibres. In conclusion, CHR represented the main pro-inflammatory trigger, able to recruit and activate circulating naïve monocytes, through its released metals, already in the first 24 h after inhalation.
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  • 文章类型: Journal Article
    石棉和BAP1种系突变是恶性间皮瘤(MM)的危险因素。虽然人们普遍认为闪石石棉是致癌的,蛇纹石(温石棉)石棉在MM中的作用一直存在争议。为了解决这个争议,我们评估了在种系Bap1突变小鼠中,最低限度接触温石棉是否能显著增加MM的发病率和发病率.无论是青石棉还是温石棉,在每次测试剂量时,与野生型同窝动物相比,Bap1突变小鼠的MMs发生率和发病时间明显更高。探讨基因-环境相互作用在Bap1突变小鼠MMs中的作用,我们研究了促炎和原瘤因子以及肿瘤免疫微环境(TIME)。IHC和免疫荧光染色显示肉芽肿性病变和MMs中的巨噬细胞数量增加。温石棉诱导的MMs中CD163阳性(CD163)M2巨噬细胞的相对数量始终大于青石棉诱导的MMs。这表明温石棉诱导更深刻的免疫抑制反应,为逃避免疫监视创造了有利条件。来自Bap1突变小鼠的MMs显示CD39/CD73-腺苷和C-C基序趋化因子配体2(Ccl2)/C-C基序趋化因子受体2(Ccr2)途径上调,与IL6和IL10的上调一起,促进了免疫抑制时间,部分通过吸引M2巨噬细胞。对已发表的人MMRNA测序(RNA-seq)数据的询问涉及这些相同的免疫抑制途径和与CD163+M2巨噬细胞的连接。这些发现表明,增加的M2巨噬细胞,随着CD39/CD73-腺苷和Ccl2/Ccr2途径的上调,有助于温石棉诱导的Bap1突变小鼠MMs的免疫抑制时间,提示针对原瘤免疫途径的免疫治疗策略可能对发展MM的人BAP1突变携带者有益。
    我们表明,种系Bap1突变小鼠在最小程度地暴露于温石棉后对MM的易感性增强,不仅仅是闪石纤维。温石棉通过上调CD39/CD73-腺苷和Ccl2/Ccr2途径并招募更多的M2巨噬细胞,在Bap1突变小鼠中诱导了比青石棉更深刻的免疫肿瘤反应,它们共同促成了免疫抑制性肿瘤微环境。人类MMRNA-seq数据的询问揭示了与我们的小鼠发现一致的相互关联的免疫抑制途径。
    Asbestos and BAP1 germline mutations are risk factors for malignant mesothelioma (MM). While it is well accepted that amphibole asbestos is carcinogenic, the role of serpentine (chrysotile) asbestos in MM has been debated. To address this controversy, we assessed whether minimal exposure to chrysotile could significantly increase the incidence and rate of MM onset in germline Bap1-mutant mice. With either crocidolite or chrysotile, and at each dose tested, MMs occurred at a significantly higher rate and earlier onset time in Bap1-mutant mice than in wild-type littermates. To explore the role of gene-environment interactions in MMs from Bap1-mutant mice, we investigated proinflammatory and protumorigenic factors and the tumor immune microenvironment (TIME). IHC and immunofluorescence staining showed an increased number of macrophages in granulomatous lesions and MMs. The relative number of CD163-positive (CD163+) M2 macrophages in chrysotile-induced MMs was consistently greater than in crocidolite-induced MMs, suggesting that chrysotile induces a more profound immunosuppressive response that creates favorable conditions for evading immune surveillance. MMs from Bap1-mutant mice showed upregulation of CD39/CD73-adenosine and C-C motif chemokine ligand 2 (Ccl2)/C-C motif chemokine receptor 2 (Ccr2) pathways, which together with upregulation of IL6 and IL10, promoted an immunosuppressive TIME, partly by attracting M2 macrophages. Interrogation of published human MM RNA sequencing (RNA-seq) data implicated these same immunosuppressive pathways and connections with CD163+ M2 macrophages. These findings indicate that increased M2 macrophages, along with upregulated CD39/CD73-adenosine and Ccl2/Ccr2 pathways, contribute to an immunosuppressive TIME in chrysotile-induced MMs of Bap1-mutant mice, suggesting that immunotherapeutic strategies targeting protumorigenic immune pathways could be beneficial in human BAP1 mutation carriers who develop MM.
    UNASSIGNED: We show that germline Bap1-mutant mice have enhanced susceptibility to MM upon minimal exposure to chrysotile asbestos, not only amphibole fibers. Chrysotile induced a more profound immune tumor response than crocidolite in Bap1-mutant mice by upregulating CD39/CD73-adenosine and Ccl2/Ccr2 pathways and recruiting more M2 macrophages, which together contributed to an immunosuppressive tumor microenvironment. Interrogation of human MM RNA-seq data revealed interconnected immunosuppressive pathways consistent with our mouse findings.
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  • 文章类型: Journal Article
    Erionite是在某些地理区域的土壤中发现的天然存在的纤维矿物。以其在土耳其卡帕多西亚地区引起间皮瘤的效力而闻名,由于它存在于从墨西哥延伸到蒙大拿州的一块岩石中,因此在美国引起了人们的兴趣。对毛沸石的毒理学研究很少,但都显示它有异常高的慢性毒性。尽管与石棉纤维相比具有很高的效力,钙沸石没有职业或环境暴露限制。本文以对各种形式的石棉(温石棉,amosite,直闪石,和青石棉),并预测北美钙沸石纤维的效力。
    基于Korchevskiy等人的纤维效能模型。(2019)和现有的关于钙沸石的公布信息,在美国西部地区,我们确定了平均间皮瘤效应因子(每单位累积暴露量(f/cc-年)所占间皮瘤死亡率的比例).
    模型预测的效价因子范围为0.19至11.25(平均〜3.5),取决于地区。供参考,青石棉(最有效的商业形式的石棉)被指定为效力系数~0.5。
    该模型预测土耳其钙石(4.53)的间皮瘤效力与北美钙石的效力范围相同。尽管它可能因地区而异,基于此模型的平均间皮瘤效力的合理比例为3,000:500:100:1,比较北美的赤铁矿,青石棉,amosite,和温石棉(从最有效到最无效)。
    UNASSIGNED: Erionite is a naturally occurring fibrous mineral found in soils in some geographical regions. Known for its potency for causing mesothelioma in the Cappadocia region of Turkey, the erionite fiber has attracted interest in the United States due to its presence in a band of rock that extends from Mexico to Montana. There are few toxicology studies of erionite, but all show it to have unusually high chronic toxicity. Despite its high potency compared to asbestos fibers, erionite has no occupational or environmental exposure limits. This paper takes what has been learned about the chemical and physical characteristics of the various forms of asbestos (chrysotile, amosite, anthophyllite, and crocidolite) and predicts the potency of North American erionite fibers.
    UNASSIGNED: Based on the fiber potency model in Korchevskiy et al. (2019) and the available published information on erionite, the estimated mesothelioma potency factors (the proportion of mesothelioma mortality per unit cumulative exposure (f/cc-year)) for erionites in the western United States were determined.
    UNASSIGNED: The model predicted potency factors ranged from 0.19 to 11.25 (average ∼3.5), depending on the region. For reference, crocidolite (the most potent commercial form of asbestos) is assigned a potency factor ∼0.5.
    UNASSIGNED: The model predicted mesothelioma potency of Turkish erionite (4.53) falls in this same range of potencies as erionite found in North America. Although it can vary by region, a reasonable ratio of average mesothelioma potency based on this model is 3,000:500:100:1 comparing North American erionite, crocidolite, amosite, and chrysotile (from most potent to least potent).
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  • 文章类型: Journal Article
    目标:在意大利,在意大利两个最大的造船厂所在的意大利地区中,胸膜癌死亡率和发病率最高。这项研究的目的是评估在Monfalcone雇用的男性工人之间间皮瘤的暴露-反应关系,意大利,造船厂.
    方法:我们进行了基于尸检的病例对照研究。病例(N=102)为间皮瘤患者,对照组为肺癌患者(N=84)。可以获得完整的工作历史;使用X射线荧光扫描电子显微镜测量肺纤维含量,根据欧洲呼吸学会指南进行样品制备后。间皮瘤按纤维类型和肺纤维负荷的赔率和95%置信区间,作为分类变量或连续变量,通过无条件逻辑回归进行评估,自接触停止后的年龄和时间进行了调整。对闪石和温石棉肺纤维负荷的分析进行了相互调整。我们通过将工作暴露矩阵应用于研究案例的工作历史来计算累积暴露指数,并评估其与肺纤维负担的相关性。
    结果:我们发现最高肺纤维负荷类别的比值比为22.0(置信区间5.66-85.7)(平均每克干组织总石棉纤维4380万)与参考(平均0.48)相比。使用log10转化的肺纤维负荷,我们发现肺纤维负荷增加10倍的比值比为3.71(置信区间2.03~6.79).闪石肺纤维负荷的结果相似。温石棉肺纤维负荷类别的赔率增加(P趋势=0.025),增加10倍的比值比为4.73(置信区间0.32-70.4)。
    结论:累积暴露指数与总肺纤维负荷和闪石肺纤维负荷相关,但不是温石棉肺纤维负担。间皮瘤风险与总风险成正比,闪石,船厂工人的温石棉肺纤维负担。
    OBJECTIVE: In Italy, the highest pleural cancer mortality and incidence have been observed among Italian regions where the 2 largest Italian shipyards were (and are) located. The objective of this study was to assess the exposure-response relationship for mesothelioma among male workers employed in the Monfalcone, Italy, shipyard.
    METHODS: We conducted a necropsy-based case-control study. Cases (N = 102) were mesothelioma decedents and controls were those with lung cancer (N = 84). Complete job histories were available; the lung fibre content was measured using a scanning electron microscope with X-ray fluorescence, after sample preparation according to the European Respiratory Society guidelines. Odds ratios and 95% confidence intervals of mesothelioma by fibre type and lung fibre burden, as a categorical or continuous variable, were assessed by unconditional logistic regression, adjusted for age and time since exposure cessation. Analyses for the amphibole and chrysotile lung fibre burden were mutually adjusted. We calculated a cumulative exposure index by applying a job-exposure matrix to the job histories of study cases and assessed its correlation with the lung fibre burden.
    RESULTS: We found an odds ratio of 22.0 (confidence intervals 5.66-85.7) for the highest lung fibre burden category (mean 43.8 million total asbestos fibres per gram of dry tissue) compared with the reference (mean 0.48). Using log10-transformed lung fibre burden, we found that the odds ratio was 3.71 (confidence intervals 2.03-6.79) for a 10-fold lung fibre burden increase. Results for the amphibole lung fibre burden were similar. Odds ratios increased over chrysotile lung fibre burden categories (P-trend = 0.025), and the odds ratio for a 10-fold increase was 4.73 (confidence intervals 0.32-70.4).
    CONCLUSIONS: The cumulative exposure index was correlated with total and amphibole lung fibre burden, but not with chrysotile lung fibre burden. Mesothelioma risk was proportional to total, amphibole, and chrysotile lung fibre burden in shipyard workers.
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  • 文章类型: Journal Article
    体内由矿物纤维诱导的慢性炎症,如石棉,由铁催化的细胞毒性/基因毒性氧化剂物质的循环形成维持。当铁原子在晶格中分离时(核度=1)观察到高催化活性,而当铁形成较高核性的簇时,催化活性预计会降低或无效。这项研究提出了一种新颖的方法,可以系统地测量各种具有社会和经济重要性的含铁标准和矿物纤维的铁核。并定量评估核性和毒性之间的关系。将多元曲线分辨率(MCR)经验方法和密度泛函理论(DFT)计算应用于UV-Vis光谱的分析,以获得有关铁和核性质的信息。这种方法导致确定选定的矿物纤维的核度,随后将其用于计算与毒性相关的指数。估计温石棉样品的高核性相关毒性,纤维glaucophane,石棉透闪石,和纤维状硅灰石.毒性的中间值,对应于2的平均核度,被分配给阳起石石棉,amosite,和青石棉。最后,低核相关的毒性参数,对应于产生氧化剂的催化能力较低的铁簇,被分配给石棉直闪石。
    Chronic inflammation induced in vivo by mineral fibres, such as asbestos, is sustained by the cyclic formation of cytotoxic/genotoxic oxidant species that are catalysed by iron. High catalytic activity is observed when iron atoms are isolated in the crystal lattice (nuclearity=1), whereas the catalytic activity is expected to be reduced or null when iron forms clusters of higher nuclearity. This study presents a novel approach for systematically measuring iron nuclearity across a large range of iron-containing standards and mineral fibres of social and economic importance, and for quantitatively assessing the relation between nuclearity and toxicity. The multivariate curve resolution (MCR) empirical approach and density functional theory (DFT) calculations were applied to the analysis of UV-Vis spectra to obtain information on the nature of iron and nuclearity. This approach led to the determination of the nuclearity of selected mineral fibres which was subsequently used to calculate a toxicity-related index. High nuclearity-related toxicity was estimated for chrysotile samples, fibrous glaucophane, asbestos tremolite, and fibrous wollastonite. Intermediate values of toxicity, corresponding to a mean nuclearity of 2, were assigned to actinolite asbestos, amosite, and crocidolite. Finally, a low nuclearity-related toxicity parameter, corresponding to an iron-cluster with a lower catalytic power to produce oxidants, was assigned to asbestos anthophyllite.
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  • 文章类型: Journal Article
    自制造以来,进口,日本已经完全废除了石棉产品的使用,石棉排放到大气中的主要原因是拆除和拆除用含石棉材料建造的建筑物。及早发现和纠正不适当的拆除和清除作业所产生的石棉排放,需要一种快速的方法来测量大气中的石棉纤维。当前的快速测量方法是短期大气采样和相差显微镜计数的组合。然而,视觉计数需要相当长的时间并且不够快。使用人工智能(AI)分析显微镜图像以检测纤维可能会大大减少计数所需的时间。因此,在这项研究中,我们研究了使用AI图像分析来检测相差显微镜图像中的纤维。使用相差显微镜观察了由铁石棉和温石棉的标准样品制备的一系列模拟大气样品。图像被捕获,和培训数据集是根据专家分析师的计数结果创建的。我们采用了两种类型的人工智能模型——实例分割模型,即基于掩模区域的卷积神经网络(MaskR-CNN),和语义分割模型,即多级聚合网络(MA-Net)-经过训练可以检测石棉纤维。使用MaskR-CNN模型实现的光纤检测准确率为57%的召回率和46%的准确率,而MA-Net模型的召回准确率为95%,准确率为91%。因此,MA-Net模型得到了满意的结果。在两种AI模型中,光纤检测所需的时间均小于1s/图像,这比专家分析师计数所需的时间要快。
    Since the manufacture, import, and use of asbestos products have been completely abolished in Japan, the main cause of asbestos emissions into the atmosphere is the demolition and removal of buildings built with asbestos-containing materials. To detect and correct asbestos emissions from inappropriate demolition and removal operations at an early stage, a rapid method to measure atmospheric asbestos fibers is required. The current rapid measurement method is a combination of short-term atmospheric sampling and phase-contrast microscopy counting. However, visual counting takes a considerable amount of time and is not sufficiently fast. Using artificial intelligence (AI) to analyze microscope images to detect fibers may greatly reduce the time required for counting. Therefore, in this study, we investigated the use of AI image analysis for detecting fibers in phase-contrast microscope images. A series of simulated atmospheric samples prepared from standard samples of amosite and chrysotile were observed using a phase-contrast microscope. Images were captured, and training datasets were created from the counting results of expert analysts. We adopted 2 types of AI models-an instance segmentation model, namely the mask region-based convolutional neural network (Mask R-CNN), and a semantic segmentation model, namely the multi-level aggregation network (MA-Net)-that were trained to detect asbestos fibers. The accuracy of fiber detection achieved with the Mask R-CNN model was 57% for recall and 46% for precision, whereas the accuracy achieved with the MA-Net model was 95% for recall and 91% for precision. Therefore, satisfactory results were obtained with the MA-Net model. The time required for fiber detection was less than 1 s per image in both AI models, which was faster than the time required for counting by an expert analyst.
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