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Mutagenicity of 5-hydroxycytosine in human cells. 5-羟基胞嘧啶对人体细胞的致突变性。
IF 4.3 4区 医学 Q3 GENETICS & HEREDITY Pub Date : 2026-02-02 DOI: 10.1093/mutage/geag004
Tetsuya Suzuki, Ann Hirota, Shigenori Iwai, Hiroyuki Kamiya

Base damage in DNA constitutes a major source of mutations, and consequently leads to cancers. In human cells, 8-oxo-7,8-dihydroguanine (8-hydroxyguanine) induces targeted G→T transversions, and untargeted base substitution mutations at positions distant from the damaged site (action-at-a-distance mutations). OGG1 is a base excision repair enzyme and suppresses the former mutations, but is involved in the latter mutations' process. In this study, 5-hydroxycytosine (CO), another oxidized base removed by base excision repair, was incorporated into the inside and outside regions of the supF gene, and the CO-plasmid DNAs were transfected into human U2OS cells. The damaged cytosine base caused base substitution mutations at the lesion site, and seemed to induce the action-at-a-distance mutations at a lower frequency than the oxidized guanine base. These results indicated that CO is mutagenic in human cells. In addition, the (6-4) photoproduct of 5'-TpT-3', the lesion repaired by another type of DNA repair pathway, nucleotide excision repair, did not cause the action-at-a-distance mutations.

DNA的碱基损伤是突变的主要来源,从而导致癌症。在人类细胞中,8-氧-7,8-二氢鸟嘌呤(8-羟基鸟嘌呤)诱导靶向G→T翻转,以及在远离受损部位的非靶向碱基取代突变(远距离作用突变)。OGG1是一种碱基切除修复酶,抑制前一种突变,但参与后一种突变的过程。本研究将另一种碱基切除修复去除的氧化碱基5-羟基胞嘧啶(5-hydroxycytosine, CO)整合到supF基因的内外区,并将CO质粒dna转染到人U2OS细胞中。受损的胞嘧啶碱基在病变部位引起碱基取代突变,并且似乎比氧化的鸟嘌呤碱基诱导的近距离作用突变的频率更低。这些结果表明,一氧化碳对人体细胞具有诱变作用。此外,5‘-TpT-3’的(6-4)光产物,即另一种DNA修复途径(核苷酸切除修复)修复的病变,不会引起远距离作用突变。
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引用次数: 0
Evaluating DNA Damage in Peripheral Blood Lymphocytes: A Promising Biomarker for Diagnosis, Prognosis and Treatment Monitoring in Colorectal Cancer. 评估外周血淋巴细胞DNA损伤:一种有前景的结直肠癌诊断、预后和治疗监测生物标志物。
IF 4.3 4区 医学 Q3 GENETICS & HEREDITY Pub Date : 2026-01-09 DOI: 10.1093/mutage/geag001
Ana Rita Guedes, Renato Cunha, Amélia M Silva, Isabel Gaivão

Colorectal cancer (CRC) remains a major health challenge due to its late-stage diagnosis and the variability in patient prognosis. This study explores the potential of DNA damage in peripheral blood lymphocytes (PBLs) as a biomarker for CRC, comparing it with standard clinical parameters. We assessed DNA strand breaks using the alkaline comet assay in 27 CRC patients at diagnosis and post-treatment, comparing these levels with 31 healthy controls. Patients received 5-fluorouracil (5-FU) -based chemotherapy (with irinotecan or oxaliplatin), radiotherapy, or combined chemoradiotherapy. At diagnosis (t0), DNA damage in PBLs was significantly higher in CRC compared to healthy controls (mean ± SD %DNA in tail: CRC 27.9 ± 14.0%; controls 6.5 ± 3.8%; p = 0.001), and independently of common confounding factors (sex, age, smoking, and alcohol consumption). Crucially, the prognostic signal came from baseline (t0): 6 of 27 patients relapsed/metastasised within 8-10 months, and high DNA damage basal levels was the only significant prognostic predictor (p = 0.0137), yielding an infinitely elevated Odds Ratio (95% CI: ≥2.203) and 100% sensitivity. In stark contrast, carcinoembryonic antigen (CEA) and cancer antigen 19-9 (CA 19-9) showed limited performance. At t0, among patients with available serum data (n = 23), most values were below clinical cut-offs: CEA 3 ng/mL (14/23, 61%); CA19-9, 37 U/mL (19/23, 83%). Prognostic sensitivities were 50.0% (CEA) and 16.7% (CA19-9). Post-treatment (t1) increases in DNA damage are pharmacodynamically expected with DNA-damaging therapy. t1 values were higher in patients who relapsed (p < 0.001), whereas the within-patient change (Δ = t1 - t0) was not associated with outcome (p = 0.148); these post-treatment findings are exploratory. Evaluating DNA damage in PBLs, therefore, offers a valuable non-invasive biomarker for early detection, treatment monitoring, and short-term risk stratification in CRC, warranting validation in larger, stage-balanced cohorts.

结直肠癌(CRC)仍然是一个主要的健康挑战,由于其晚期诊断和患者预后的可变性。本研究探讨外周血淋巴细胞(pbl) DNA损伤作为结直肠癌生物标志物的潜力,并将其与标准临床参数进行比较。我们使用碱性彗星法评估了27例CRC患者在诊断和治疗后的DNA链断裂,并将这些水平与31名健康对照进行了比较。患者接受以5-氟尿嘧啶(5-FU)为基础的化疗(联合伊立替康或奥沙利铂)、放疗或联合放化疗。诊断时,与健康对照组相比,结直肠癌中pbl的DNA损伤显著高于健康对照组(尾部DNA平均值±SD %:结直肠癌27.9±14.0%;对照组6.5±3.8%;p = 0.001),且独立于常见混杂因素(性别、年龄、吸烟和饮酒)。至关重要的是,预后信号来自基线(0):27例患者中有6例在8-10个月内复发/转移,高DNA损伤基础水平是唯一显著的预后预测因子(p = 0.0137),产生无限升高的优势比(95% CI:≥2.203)和100%的敏感性。相反,癌胚抗原(CEA)和癌抗原19-9 (CA 19-9)表现有限。在可获得血清数据的患者中(n = 23),大多数值低于临床临界值:CEA 3 ng/mL (14/ 23,61%);CA19-9, 37 U/mL(19/ 23,83%)。预后敏感性分别为50.0% (CEA)和16.7% (CA19-9)。治疗后(t1) DNA损伤的增加是DNA损伤治疗的药效学预期。复发患者的T1值更高(p
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引用次数: 0
Using error-corrected sequencing for evaluating mutagenicity of molnupiravir in humans. 使用纠错测序技术评估莫诺匹拉韦在人体内的突变性。
IF 4.3 4区 医学 Q3 GENETICS & HEREDITY Pub Date : 2026-01-09 DOI: 10.1093/mutage/geag002
Page B McKinzie, Rutu R Valapil, Emily L Heil, James E Polli, Meagan B Myers, Mason G Pearce, Vasily N Dobrovolsky

Molnupiravir (MOV) is a prodrug of N-hydroxycytidine (NHC), an analog of the endogenous ribonucleoside cytidine that can be administered orally. MOV is used for treating patients infected by SARS-CoV-2, the coronavirus responsible for COVID-19. MOV and NHC are mutagenic in bacterial and in mammalian cell cultures, yet both chemicals have been negative or equivocal in nonclinical in vivo models of mutagenesis. We designed and validated a novel error-corrected sequencing (ECS) method for detecting single basepair substitutions in tissue samples obtained from genetically heterogeneous humans. The software used for this ECS method is available for free from a public on-line repository and it is suitable for analysis of in vivo and in vitro derived samples collected in various experimental scenarios. We recruited two groups of patients having COVID-19 one to three years ago, one group that received a full course of MOV therapy and the other group (matched for age and COVID-19 diagnosis date) that did not receive MOV. Using the ECS method, we determined the frequencies of basepair substitutions in nucleated cells isolated from peripheral blood of the patients. There was no observed difference in the frequency of mutations, the types of mutations, or mutational spectra between the MOV and the control groups. Also, the spectra of mutations in the MOV group did not show any evidence of the mutational signature expected from exposures to MOV or NHC based on data from mammalian cell culture models. Within the limits of this study, the dose of MOV authorized for the treatment of COVID-19 under emergency use authorization appears to have no mutational consequences for treated patients.

Molnupiravir (MOV)是n -羟基胞苷(NHC)的前药,NHC是内源性核糖核苷胞苷的类似物,可以口服。MOV用于治疗感染SARS-CoV-2的患者,SARS-CoV-2是导致COVID-19的冠状病毒。MOV和NHC在细菌和哺乳动物细胞培养中具有诱变作用,但这两种化学物质在非临床体内诱变模型中均呈阴性或模棱两可。我们设计并验证了一种新的错误校正测序(ECS)方法,用于检测从遗传异质性人类获得的组织样本中的单个碱基对替换。该ECS方法使用的软件可从公共在线存储库免费获得,适用于分析在各种实验场景中收集的体内和体外衍生样品。我们招募了两组一至三年前患有COVID-19的患者,一组接受了整个疗程的MOV治疗,另一组(年龄和COVID-19诊断日期相匹配)未接受MOV治疗。使用ECS方法,我们测定了从患者外周血分离的有核细胞中碱基对替换的频率。在MOV组和对照组之间,没有观察到突变频率、突变类型或突变谱的差异。此外,根据哺乳动物细胞培养模型的数据,MOV组的突变谱没有显示出MOV或NHC暴露所期望的突变特征的任何证据。在本研究范围内,在紧急使用授权下批准用于治疗COVID-19的MOV剂量似乎对接受治疗的患者没有突变后果。
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引用次数: 0
Tungsten carbide-cobalt can function as a particle positive control for genotoxicity in vitro in specific cell lines. 碳化钨钴可作为特定细胞系体外遗传毒性的颗粒阳性对照物。
IF 4.3 4区 医学 Q3 GENETICS & HEREDITY Pub Date : 2025-12-20 DOI: 10.1093/mutage/geaf021
Michael J Burgum, Stephen J Evans, Ilaria Zanoni, Magda Blosi, Gareth J Jenkins, Shareen H Doak

Nanoparticle genotoxicity can be induced through several mechanisms, but there are currently no nanoparticle positive controls available for the evaluation of in vitro genotoxicity. Tungsten carbide-cobalt (WC/Co) has been proposed as one possible candidate. The aim of this study was therefore to investigate the genotoxic profile of WC/Co (Co 8% wt.) utilizing the cytokinesis-blocked micronucleus (CBMN) assay, the mammalian cell gene mutation test, and comet assay following a 24-hour exposure. This was conducted in human lymphoblast (TK6) and Chinese hamster lung fibroblast (V79-4) cells. No cytotoxicity was observed in the TK6 CBMN assay even when significant induction of micronuclei was observed at 100 μg/ml (2-fold over control). In contrast, V79-4 cells demonstrated no significant genotoxicity or cytotoxicity in the CBMN assay. In the gene mutation assay significant mutagenicity was observed in V79-4 cells at 100 μg/ml (2-fold over control). Cellular uptake of the WC/Co nanoparticles was not qualitatively detected in either cell type when investigated with transmission electron microscopy. No genotoxicity was observed in either cell type with the comet assay. The data generated indicates that WC/Co nanoparticles may be used as a positive particulate control in the CBMN assay when using TK6 cells only; whilst in the gene mutation assay it can be used as a positive control for V79-4 cells. However, its use as a particle positive control is only possible when applying the highest test concentration of 100 μg/ml.

纳米颗粒遗传毒性可通过多种机制诱导,但目前还没有纳米颗粒阳性对照物可用于体外遗传毒性评价。碳化钨-钴(WC/Co)被认为是一种可能的候选材料。因此,本研究的目的是利用细胞分裂阻断微核(CBMN)测定、哺乳动物细胞基因突变试验和暴露24小时后的彗星测定来研究WC/Co (Co 8% wt.)的遗传毒性谱。这是在人淋巴母细胞(TK6)和中国仓鼠肺成纤维细胞(V79-4)细胞中进行的。在TK6 CBMN实验中,即使在100 μg/ml(2倍于对照)的浓度下观察到微核的显著诱导,也未观察到细胞毒性。相比之下,V79-4细胞在CBMN实验中没有表现出明显的遗传毒性或细胞毒性。在基因突变实验中,100 μg/ml的剂量对V79-4细胞有显著的致突变性(2倍于对照组)。在透射电子显微镜(TEM)下,两种细胞类型均未定性检测到WC/Co纳米颗粒的细胞摄取。彗星试验在两种细胞类型中均未观察到遗传毒性。所产生的数据表明,当仅使用TK6细胞时,WC/Co纳米颗粒可以用作CBMN试验中的阳性颗粒对照;而在基因突变试验中,它可以作为V79-4细胞的阳性对照。然而,只有在最高检测浓度为100 μg/ml时,才有可能将其用作颗粒阳性对照。
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引用次数: 0
The use of DNA repair inhibitors and the comet assay-an overview. DNA修复抑制剂的使用和彗星测定-综述。
IF 4.3 4区 医学 Q3 GENETICS & HEREDITY Pub Date : 2025-12-20 DOI: 10.1093/mutage/geaf025
E Saenz-Martinez, A López de Cerain, A Azqueta

The standard comet assay detects DNA strand breaks and alkali-labile sites, but these lesions are nonspecific. They may result directly from genotoxic agents or arise as intermediates during the repair of other DNA damage, such as oxidized bases or bulky DNA adducts. Different approaches have been developed to generate or trap these repair intermediates, making them detectable with the comet assay. Recently, the combination of the comet assay with DNA repair inhibitors like hydroxyurea and cytosine arabinoside has been proposed to detect bulky DNA adducts. These lesions are mainly repaired through nucleotide excision repair, a process that transiently produces strand breaks when damaged oligonucleotides are excised. Normally, these intermediates are rapidly repaired by DNA resynthesis and ligation. However, by inhibiting this repair step, strand breaks persist and can be detected by the comet assay. This strategy has been applied in various fields, including genotoxicity testing, environmental toxicology, human biomonitoring, and studies on DNA repair kinetics. This review focuses specifically on the use of hydroxyurea, cytosine arabinoside, and aphidicolin in in vitro experiments to evaluate the utility and specificity of this method for detecting different types of DNA lesions. Notably, in ~70% of studies reviewed, the inclusion of DNA repair inhibitors led to a significant increase in DNA damage, highlighting the added value of this approach. However, although the method enhances sensitivity to bulky adducts, it also responds to other types of damage, such as those induced by alkylating or oxidative agents.

标准的彗星试验检测DNA链断裂(SBs)和碱不稳定位点(ALS),但这些病变是非特异性的。它们可能直接由基因毒性物质产生,也可能在修复其他DNA损伤(如氧化碱基或DNA大体积加合物)过程中作为中间体产生。已经开发了不同的方法来产生或捕获这些修复中间体,使它们可以用彗星测定法检测到。最近,彗星测定法与DNA修复抑制剂如羟基脲(HU)和阿拉伯糖胞嘧啶(Ara-C)的组合被提出用于检测大块DNA加合物。这些病变主要通过核苷酸切除修复(NER)来修复,当受损的寡核苷酸被切除时,这一过程会短暂地产生SBs。正常情况下,这些中间产物通过DNA重组和结扎迅速修复。然而,通过抑制这一修复步骤,SBs持续存在,并且可以通过彗星试验检测到。该策略已应用于各种领域,包括遗传毒性测试,环境毒理学,人体生物监测和DNA修复动力学研究。本文综述了HU、Ara-C和aphidicolin (APC)在体外实验中的应用,以评估该方法检测不同类型DNA病变的实用性和特异性。值得注意的是,在大约70%的研究中,包含DNA修复抑制剂导致DNA损伤显著增加,突出了该方法的附加价值。然而,尽管该方法提高了对大体积加合物的敏感性,但它也对其他类型的损伤有反应,例如由烷基化或氧化剂引起的损伤。
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引用次数: 0
Water quality assessment and genotoxicity in fishes of Karamana River, Kerala, India: an insight of microplastic pollution. 印度喀拉拉邦卡拉马纳河水质评价和鱼类遗传毒性:微塑料污染的见解。
IF 4.3 4区 医学 Q3 GENETICS & HEREDITY Pub Date : 2025-12-20 DOI: 10.1093/mutage/geaf020
Ammu Ulakesan, Shilpa Latha Sunil, Reshma Ramarajan, Shanthala Mallikarjunaiah, Hunasanahally Puttaswamygowda Gurushankara

Microplastics are emerging pollutants of global concern, and their widespread presence poses a serious threat to aquatic and terrestrial ecosystems. The current study investigated the water quality and the presence of microplastics in water and native fish samples of the Karamana River, Kerala, India. The water quality was analyzed using various physicochemical parameters, including the dissolved oxygen, biochemical oxygen demand, and chemical oxygen demand. Microplastics isolated from water and native fish samples were characterized using Fourier transform infrared (FTIR) spectroscopy. DNA damage in fish liver and gill cells was assessed using the comet assay (single-cell gel electrophoresis). The water quality assessment revealed metals in the water within the acceptable limits, reduced dissolved oxygen, and increased biochemical oxygen demand and chemical oxygen demand, which indicate a river water ecosystem in hypoxic conditions, and the higher level of the most probable number index confirmed the presence of coliforms in this river. The microplastics isolated from the water and native fish samples were in fibers, fragments, film, pellets, and foams in nature. The abundance of microplastics in the river confirmed the load of microplastic pollution, which varied among the sites. FTIR spectroscopy analysis confirmed the presence of microplastic polymers such as polyethylene, polypropylene, polystyrene, polyamide, polyoxymethylene, and polyester in the water and native fish samples of the Karamana River. The increased percentage of tail DNA in the liver and gill cells of the fish inhabitants of the Karamana River, compared with the control fish, indicated DNA damage; this could be due to the microplastics in that aquatic ecosystem.

微塑料是全球关注的新兴污染物,其广泛存在对水生和陆地生态系统构成严重威胁。目前的研究调查了印度喀拉拉邦卡拉马纳河的水质和水中微塑料的存在以及当地鱼类样本。采用溶解氧(DO)、生化需氧量(BOD)、化学需氧量(COD)等理化参数对水质进行分析。利用傅里叶变换红外(FTIR)光谱技术对从水中和本地鱼类样品中分离的微塑料进行了表征。使用彗星法(单细胞凝胶电泳)评估鱼肝脏和鳃细胞的DNA损伤。水质评价结果表明,水体金属含量在可接受范围内,DO降低,BOD和COD升高,表明河流水体生态系统处于缺氧状态,最大可能数(MPN)指数较高,表明河流存在大肠菌群。从水中和原生鱼类样本中分离出的微塑料以纤维、碎片、薄膜、颗粒和泡沫的形式存在。河流中微塑料的丰度证实了微塑料污染的负荷,这在不同的地点是不同的。FTIR光谱分析证实,在卡拉马纳河的水和本地鱼类样本中存在聚乙烯、聚丙烯、聚苯乙烯、聚酰胺、聚氧乙烯和聚酯等微塑料聚合物。与对照鱼相比,卡拉马纳河居民鱼的肝脏和鳃细胞中尾DNA增加%,表明DNA受损;这可能是由于水生生态系统中的微塑料。
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引用次数: 0
Correction to: Re: Rather et al. Carcinogenic parasites: Insights into the epidemiology and possible mechanisms of cancer. 更正:Re: Rather et al。致癌寄生虫:对流行病学和癌症可能机制的见解。
IF 4.3 4区 医学 Q3 GENETICS & HEREDITY Pub Date : 2025-12-20 DOI: 10.1093/mutage/geaf022
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引用次数: 0
Deep Learning and Object Detection Methods for Scoring Cell Types within the Human Buccal Cell Micronucleus and Cytome Assays for Human Biomonitoring. 人类颊细胞微核中细胞类型评分的深度学习和目标检测方法以及用于人类生物监测的细胞组分析。
IF 4.3 4区 医学 Q3 GENETICS & HEREDITY Pub Date : 2025-11-14 DOI: 10.1093/mutage/geaf026
Eloise Smith, Jade Wagman, Claire Barnes, Paul Rees, George Johnson

Micronuclei (MNi) are critical biomarkers for pathological conditions, yet their manual scoring is inherently laborious and prone to significant inter-observer variability, limiting the reliability and scalability of genotoxicity assessments. Recent advancements in deep learning and computer vision have revolutionised automated MNi detection in various assay samples, enhancing accuracy, efficiency, and reducing human bias. While these AI-powered techniques have been demonstrated in in vitro genotoxicity testing, their application to the minimally invasive Buccal Micronucleus Cytome (BMCyt) assay for human biomonitoring remains largely unexplored. The BMCyt assay, invaluable for assessing genotoxic damage in environmentally exposed populations, presents unique challenges, including sample variability, confounding factors, and the complexity of scoring multiple cytogenetic endpoints. This review covers the evolution of AI-based MNi detection, analysing key methodologies and advancements. It highlights the untapped potential of integrating AI into the BMCyt assay to overcome current analytical limitations, improve reproducibility, increase throughput, and eliminate observer bias. By facilitating more robust and scalable genomic damage monitoring, AI integration will significantly enhance the utility of the BMCyt assay in large-scale epidemiological studies and human biomonitoring.

微核(MNi)是病理条件的关键生物标志物,但其人工评分本身就很费力,容易在观察者之间产生显著的可变性,限制了遗传毒性评估的可靠性和可扩展性。深度学习和计算机视觉的最新进展彻底改变了各种分析样品中的MNi自动检测,提高了准确性,效率并减少了人为偏差。虽然这些人工智能技术已在体外遗传毒性测试中得到证实,但它们在用于人体生物监测的微创颊微核细胞组(BMCyt)检测中的应用仍在很大程度上未被探索。BMCyt检测在评估环境暴露人群的遗传毒性损伤方面是非常宝贵的,但它面临着独特的挑战,包括样本可变性、混杂因素和多个细胞遗传学终点评分的复杂性。本文综述了基于人工智能的MNi检测的发展,分析了关键方法和进展。它突出了将人工智能集成到BMCyt分析中以克服当前分析局限性、提高可重复性、增加通量和消除观察者偏差的未开发潜力。通过促进更强大和可扩展的基因组损伤监测,人工智能集成将显著提高BMCyt测定在大规模流行病学研究和人类生物监测中的效用。
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引用次数: 0
Innovating the Buccal Micronucleus cytome assay to improve its utility as a biomarker of in vivo genotoxicity. 创新口腔微核细胞组测定,以提高其作为体内遗传毒性生物标志物的效用。
IF 4.3 4区 医学 Q3 GENETICS & HEREDITY Pub Date : 2025-10-17 DOI: 10.1093/mutage/geaf023
Michael Fenech, Claudia Bolognesi, Armen Nersesyan, Siegfried Knasmueller, Stefano Bonassi

The Buccal Micronucleus Cytome (B-MNcyt) assay is used world-wide to study chromosomal abnormalities and environmental genotoxicity and cytotoxicity in humans. The aim of this paper is to discuss the strengths and limitations of the B-MNcyt assay and to identify emerging opportunities to further improve and validate its use. This can be achieved by innovating and evolving the B-MNcyt assay by identifying and solving important knowledge and technological gaps that hinder its utility. The cells examined in the B-MNcyt assay are squamous epithelial cells that can be easily collected from the inside of the mouth. These cells are post-mitotic cells generated from the proliferative basal layer and may contain micronuclei (MN). MN can be generated during mitosis of the basal cells prior to their differentiation into squamous cells. The B-MNcyt assay is increasingly being used to measure DNA damage induced in vivo by environmental genotoxins. Results with this assay have been shown to correlate positively with MN frequency measured using the well-validated lymphocyte cytokinesis-block micronucleus cytome (L-CBMNcyt) assay. However, the B-MNcyt assay has some important limitations that need to be addressed to achieve a similar level of validation and applicability as the L-CBMNcyt assay. These include: (i) lack of evidence that the buccal MN frequency predicts disease risk in prospective studies; (ii) no automated scoring system to score MN in buccal cells which is essential to achieve statistically robust results and to improve the feasibility of the assay in population studies; (iii) kinetics of MN expression in buccal cells needs more research to define optimal time frames to score MN after acute exposure or during chronic genotoxin exposure; (iv) studies are also required to test the suitability of using the B-MNcyt assay for radiation exposure bio-dosimetry. This paper discusses these issues and provides some suggestions how to address them.

颊微核细胞组(B-MNcyt)测定在世界范围内用于研究人类染色体异常和环境遗传毒性和细胞毒性。本文的目的是讨论B-MNcyt测定的优势和局限性,并确定进一步改进和验证其使用的新机会。这可以通过识别和解决阻碍其效用的重要知识和技术差距来创新和发展B-MNcyt测定来实现。在B-MNcyt试验中检查的细胞是鳞状上皮细胞,可以很容易地从口腔内部收集。这些细胞是由增殖基底层产生的有丝分裂后细胞,可能含有微核(MN)。MN可在基底细胞分化为鳞状细胞之前的有丝分裂过程中产生。B-MNcyt检测越来越多地被用于测量环境基因毒素在体内诱导的DNA损伤。该检测结果已被证明与使用经过充分验证的淋巴细胞细胞动力学阻断微核细胞组(L-CBMNcyt)检测的MN频率呈正相关。然而,B-MNcyt检测有一些重要的局限性,需要解决,以达到与L-CBMNcyt检测相似的验证和适用性水平。这些包括:(i)缺乏证据表明,在前瞻性研究中,口腔MN频率可以预测疾病风险;(ii)没有自动评分系统来对口腔细胞中的MN进行评分,这对于获得统计上可靠的结果和提高该检测在人群研究中的可行性至关重要;(iii)口腔细胞中MN表达的动力学需要更多的研究,以确定急性暴露或慢性基因毒素暴露后MN评分的最佳时间框架;(iv)还需要进行研究,以测试使用B-MNcyt测定法进行辐射照射生物剂量测定的适用性。本文对这些问题进行了探讨,并提出了解决这些问题的建议。
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引用次数: 0
Computational prediction of mutagenicity through comprehensive cell painting analysis. “通过综合细胞绘画分析计算突变性预测”。
IF 4.3 4区 医学 Q3 GENETICS & HEREDITY Pub Date : 2025-10-17 DOI: 10.1093/mutage/geaf014
Natacha Cerisier, Emily Truong, Taku Watanabe, Taro Oshiro, Tomohiro Takahashi, Shigeaki Ito, Olivier Taboureau

The mutagenicity of chemical compounds is a key consideration in toxicology, drug development, and environmental safety. Traditional methods such as the Ames test, while reliable, are time-intensive and costly. With advances in imaging and machine learning (ML), high-content assays like cell painting offer new opportunities for predictive toxicology. Cell painting captures extensive morphological features of cells, which can correlate with chemical bioactivity. In this study, we leveraged cell painting data to develop ML models for predicting mutagenicity and compared their performance with structure-based models. We used two datasets: a Broad Institute dataset containing profiles of over 30 000 molecules and a U.S.-Environmental Protection Agency dataset with images of 1200 chemicals tested at multiple concentrations. By integrating these datasets, we aimed to improve the robustness of our models. Among three algorithms tested-Random Forest, Support Vector Machine, and Extreme Gradient Boosting-the third showed the best performance for both datasets. Notably, selecting the most relevant concentration per compound, the phenotypic altering concentration, significantly improved prediction accuracy. Our models outperformed traditional quantitative structure activity relationship (QSAR) tools such as the Virtual models for property Evaluation of chemicals within a Global Architecture (VEGA) and the CompTox Dashboard for the majority of compounds, demonstrating the utility of cell painting features. The cell painting-based models revealed morphological changes related to DNA and RNA perturbation, especially in mitochondria, endoplasmic reticulum and nuclei, aligning with mutagenicity mechanisms. Despite this, certain compounds remained challenging to predict due to inherent dataset limitations and inter-laboratory variability in cell painting technology. The findings highlight the potential of cell painting in mutagenicity prediction, offering a complementary perspective to chemical structure-based models. Future work could involve harmonizing cell painting methodologies across datasets and exploring deep learning techniques to enhance predictive accuracy. Ultimately, integrating cell painting data with QSAR descriptors in hybrid models may unlock novel insights into chemical mutagenicity.

化合物的致突变性是毒理学、药物开发和环境安全的一个重要考虑因素。传统的方法,如Ames测试,虽然可靠,但耗时且昂贵。随着成像和机器学习技术的进步,像Cell Painting这样的高含量分析为预测毒理学提供了新的机会。细胞绘画捕捉细胞的广泛形态特征,这可能与化学生物活性相关。在这项研究中,我们利用Cell Painting数据开发了用于预测突变性的机器学习模型,并将其性能与基于结构的模型进行了比较。我们使用了两个数据集:一个是Broad研究所的数据集,包含超过30,000个分子的概况,另一个是美国环保署的数据集,包含1200种化学物质在多种浓度下的测试图像。通过整合这些数据集,我们旨在提高模型的稳健性。在测试的三种算法中——随机森林、支持向量机和极端梯度增强——第三种算法在两个数据集上都表现出最好的性能。值得注意的是,选择每种化合物最相关的浓度,即表型改变浓度,显著提高了预测精度。对于大多数化合物,我们的模型优于传统的QSAR工具,如VEGA和CompTox Dashboard,证明了Cell Painting功能的实用性。基于细胞绘画的模型揭示了与DNA/RNA和内质网扰动相关的形态学变化,特别是在线粒体和细胞核中,与致突变性机制一致。尽管如此,由于固有的数据集限制和细胞绘画技术的实验室间可变性,某些化合物的预测仍然具有挑战性。这些发现突出了细胞绘画在突变性预测中的潜力,为基于化学结构的模型提供了补充视角。未来的工作可能包括协调跨数据集的细胞绘画方法,并探索深度学习技术,以提高预测的准确性。最终,将Cell Painting数据与混合模型中的QSAR描述符整合在一起,可能会解开对化学致突变性的新见解。
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Mutagenesis
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