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Prediction of water level at Huayuankou station based on rating curve. 根据等级曲线预测花园口站的水位。
IF 3.8 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-09-07 DOI: 10.1038/s41598-024-71510-3
Ming Li, Zhao Zheng, Chaojie Niu, Liyu Quan, Chengshuai Liu, Xiang Li, Chen Shi, Dongyang Li, Lianjun Zhao, Shasha Han, Caihong Hu

The construction of large reservoirs has modified the process of water and sediment transport downstream, resulting in changes in the morphology of the river cross-section. Changes in water and sand transport and cross-sectional morphology are reflected in the rating curve at the cross-section. This study analyzed the variations in the rating curve at the Huayuankou (HYK) section and their influencing factors, and conducted water level predictions based on this relationship. The findings revealed that while the annual mean water level has shown a declining tendency over the past 20 years, the annual mean discharge has shown a constant pattern. The rating curve at this stretch narrowed from a rope-loop type curve in its natural condition to a more stable single curve as a result of the construction of the dam upstream of the HYK section. The effect of pre-flood section morphology and the water-sediment process on the scattering degree of the rating curve is inverse; increasing roughness and hydraulic radius decreases scattering degree, while increasing sand content and sand transport rate increases scattering degree. Using the measured data from 2020 as an example, the feasibility of predicting cross-sectional water levels using the rating curve was verified. The prediction results were accurate when the flow was between 1000 and 2800 m3/s; However, when the flow was between 2800 and 4000 m3/s, the forecast results were typically slightly lower than the measured values. Overall, the method demonstrates good predictive accuracy. Insight from the method can be used to predict water levels to better inform decision making about water resources management, and flood emergency response in the lower Yellow River.

大型水库的修建改变了下游的水沙输运过程,导致河流断面形态发生变化。水沙输移和断面形态的变化反映在断面的等级曲线上。本研究分析了花园口(HYK)断面额定曲线的变化及其影响因素,并在此基础上进行了水位预测。研究结果表明,在过去的 20 年中,年平均水位呈下降趋势,而年平均排水量则呈恒定模式。由于在 HYK 河段上游修建了大坝,该河段的水位曲线从自然状态下的绳圈型曲线变窄为更加稳定的单曲线。汛前断面形态和水沙过程对等级曲线散度的影响成反比;粗糙度和水力半径增大,散度减小,而含沙量和输沙率增大,散度增大。以 2020 年的实测数据为例,验证了利用等级曲线预测断面水位的可行性。当流量在 1000 至 2800 立方米/秒之间时,预测结果准确;但当流量在 2800 至 4000 立方米/秒之间时,预测结果通常略低于实测值。总体而言,该方法具有良好的预测准确性。该方法可用于预测水位,为黄河下游的水资源管理决策和洪水应急响应提供更好的信息。
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引用次数: 0
Author Correction: Association between change in heart rate over years and life span in the Paris Prospective 1, the Whitehall 1, and Framingham studies. 作者更正:巴黎前瞻性 1 号研究、怀特霍尔 1 号研究和弗雷明汉研究中心率随年变化与寿命之间的关系。
IF 3.8 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-09-06 DOI: 10.1038/s41598-024-72000-2
Bamba Gaye, Eugenie Valentin, Vanessa Xanthakis, Marie-Cecile Perier, David S Celermajer, Martin Shipley, Eloi Marijon, Rebecca J Song, Jean-Philippe Empana, Vasan S Ramachandran, Xavier Jouven
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引用次数: 0
Spatiotemporal characterization of heatwave exposure across historically vulnerable communities. 历史上易受热浪影响社区的时空特征。
IF 3.8 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-09-06 DOI: 10.1038/s41598-024-71704-9
Saurav Bhattarai, Sunil Bista, Sanjib Sharma, Loren D White, Farshad Amini, Rocky Talchabhadel

Heatwaves pose a serious threat and are projected to amplify with changing climate and social demographics. A comprehensive understanding of heatwave exposure to the communities is imperative for the development of effective strategies and mitigation plans. This study explores spatiotemporal characterization of heatwaves across the historically vulnerable communities in Mississippi, United States. We derive multiple heatwave metrics including frequency, duration, and magnitude based on temperature data for urban-specific daytime, nighttime, and day-night combined conditions. Our analysis depicts a rising heatwave trend across all counties, with the most extreme shifts observed in prolonged day-night events lacking overnight relief. We integrate physical heatwave hazards with a socioeconomic vulnerability index to develop an integrated urban heatwave risk index. Integrated metric identifies the counties in northwest Mississippi as heat-prone areas, exhibiting an urgent need to prioritize heat resilience and adaptive strategies in these regions. The compounding urban heatwave and vulnerability risks in these communities highlights an environmental justice imperative to implement equitable policies that protect disadvantaged populations. Although this study is focused on Mississippi, our framework is scalable and can be employed to urban regions globally. This study provides a solid foundation for developing timely heatwave preparedness and mitigation to avert preventable heat-related tragedies as extremes intensify with climate change.

热浪构成了严重的威胁,并且预计会随着气候和社会人口结构的变化而加剧。全面了解热浪对社区的影响对于制定有效的战略和缓解计划至关重要。本研究探讨了美国密西西比州历史上脆弱社区热浪的时空特征。我们根据特定城市白天、夜间和昼夜综合条件下的温度数据,得出了多个热浪指标,包括频率、持续时间和幅度。我们的分析表明,所有县的热浪都呈上升趋势,最极端的变化出现在昼夜持续时间较长、缺乏隔夜缓解的情况下。我们将物理热浪危害与社会经济脆弱性指数相结合,制定了综合城市热浪风险指数。综合指数将密西西比州西北部各县确定为高温易发地区,表明这些地区迫切需要优先考虑抗热和适应战略。这些社区的城市热浪风险和脆弱性风险交织在一起,凸显了实施保护弱势群体的公平政策的环境正义必要性。虽然这项研究的重点是密西西比州,但我们的框架具有可扩展性,可用于全球的城市地区。这项研究为制定及时的热浪防备和缓解措施奠定了坚实的基础,从而在极端天气随着气候变化而加剧的情况下,避免可预防的与热相关的悲剧。
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引用次数: 0
Clinical presentations and diagnostic approaches of pediatric necrotizing tracheobronchitis with influenza A virus and Staphylococcus aureus co-infections. 小儿坏死性气管支气管炎合并甲型流感病毒和金黄色葡萄球菌感染的临床表现和诊断方法。
IF 3.8 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-09-06 DOI: 10.1038/s41598-024-71867-5
Chanchan Hu, Nan Zhang, Dan Xu, Zhenjie Chen, Jia Yu, Zihao Yang, Chenmei Zhang

In March 2023, our pediatric intensive care unit (PICU) retrospectively examined six cases of pediatric necrotizing tracheobronchitis (NTB), focusing on co-infections with influenza A virus (IAV) and Staphylococcus aureus (S. aureus). This study aimed to elucidate NTB's clinical characteristics, diagnostics, and therapeutic approaches. Diagnostics included symptom assessment, microbiological testing that confirmed all patients were positive for IAV H1N1 with a predominant S. aureus co-infection, and bronchoscopy. The patients predominantly exhibited fever, cough, and dyspnea. Laboratory analysis revealed decreased lymphocyte counts and elevated infection markers like C-reactive protein and procalcitonin. Chest computed tomography (CT) scans detected tracheobronchial obstructions in half of the cases, while bronchoscopy showed severe mucosal congestion, edema, necrosis, and purulent-hemorrhagic exudates. Treatments encompassed comprehensive strategies like oxygen therapy, intubation, bronchoscopic interventions, thoracentesis, oseltamivir, and a regimen of antibiotics. Our findings suggested potential correlations between clinical markers, notably lymphocyte count and procalcitonin, and clinical interventions such as the number of rescues and intensive care unit (ICU) duration. This research highlights the importance of early detection and the role of bronchoscopy and specific markers in assessing NTB, advocating for continued research in larger cohorts to better understand its clinical trajectory and refine treatment approaches for this challenging pediatric disease.

2023 年 3 月,我院儿科重症监护室(PICU)对 6 例小儿坏死性气管支气管炎(NTB)进行了回顾性研究,重点关注甲型流感病毒(IAV)和金黄色葡萄球菌(S. aureus)的合并感染。本研究旨在阐明 NTB 的临床特征、诊断和治疗方法。诊断方法包括症状评估、微生物检测(确认所有患者均为 H1N1 IAV 阳性,且主要合并金黄色葡萄球菌感染)和支气管镜检查。患者主要表现为发热、咳嗽和呼吸困难。实验室分析显示淋巴细胞计数减少,C 反应蛋白和降钙素原等感染标志物升高。胸部计算机断层扫描(CT)发现半数病例存在气管支气管阻塞,支气管镜检查显示粘膜严重充血、水肿、坏死和化脓性出血渗出物。治疗包括氧疗、插管、支气管镜干预、胸腔穿刺术、奥司他韦和抗生素治疗等综合策略。我们的研究结果表明,临床指标(尤其是淋巴细胞计数和降钙素原)与临床干预措施(如抢救次数和重症监护室(ICU)持续时间)之间存在潜在的相关性。这项研究强调了早期检测的重要性以及支气管镜检查和特定标记物在评估NTB中的作用,主张继续在更大的队列中进行研究,以更好地了解其临床轨迹,并完善这一具有挑战性的儿科疾病的治疗方法。
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引用次数: 0
Deoxybouvardin targets EGFR, MET, and AKT signaling to suppress non-small cell lung cancer cells. Deoxybouvardin 可靶向表皮生长因子受体、MET 和 AKT 信号转导,抑制非小细胞肺癌细胞。
IF 3.8 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-09-06 DOI: 10.1038/s41598-024-70823-7
A-Young Nam, Sang Hoon Joo, Quan T Khong, Jisu Park, Na Yeong Lee, Seung-On Lee, Goo Yoon, Jin Woo Park, MinKyun Na, Jung-Hyun Shim

Non-small cell lung cancer (NSCLC) remains a significant challenge, as it is one of the leading causes of cancer-related deaths, and the development of resistance to anticancer therapy makes it difficult to treat. In this study, we investigated the anticancer mechanism of deoxybouvardin (DB), a cyclic hexapeptide, in gefitinib (GEF)-sensitive and -resistant NSCLC HCC827 cells. DB inhibited the viability and growth of HCC827 cells in a concentration- and time-dependent manner. In vitro kinase assay showed DB inhibited epidermal growth factor receptor (EGFR), mesenchymal-epithelial transition (MET), and AKT, and their phosphorylation was suppressed in HCC827 cells treated with DB. A molecular docking model suggested that DB interacts with these kinases in the ATP-binding pockets. DB induces ROS generation and cell cycle arrest. DB treatment of HCC827 cells leads to mitochondrial membrane depolarization. The induction of apoptosis through caspase activation was confirmed by Z-VAD-FMK treatment. Taken together, DB inhibited the growth of both GEF-sensitive and GEF-resistant NSCLC cells by targeting EGFR, MET, and AKT and inducing ROS generation and caspase activation. Further studies on DB can improve the treatment of chemotherapy-resistant NSCLC through the development of effective DB-based anticancer agents.

非小细胞肺癌(NSCLC)仍然是一项重大挑战,因为它是癌症相关死亡的主要原因之一,而且抗癌疗法产生的耐药性使其难以治疗。在这项研究中,我们研究了环状六肽脱氧布瓦汀(DB)在吉非替尼(GEF)敏感和耐药的NSCLC HCC827细胞中的抗癌机制。DB以浓度和时间依赖性的方式抑制HCC827细胞的活力和生长。体外激酶试验显示,DB抑制表皮生长因子受体(EGFR)、间充质-上皮转化(MET)和AKT,并抑制了DB处理的HCC827细胞中它们的磷酸化。分子对接模型表明,DB 在 ATP 结合袋中与这些激酶相互作用。DB 诱导 ROS 生成和细胞周期停滞。DB 处理 HCC827 细胞会导致线粒体膜去极化。Z-VAD-FMK 处理证实了通过 Caspase 激活诱导细胞凋亡。综上所述,DB通过靶向表皮生长因子受体、MET和AKT,诱导ROS生成和caspase活化,抑制了对GEF敏感和对GEF耐药的NSCLC细胞的生长。对 DB 的进一步研究可以通过开发基于 DB 的有效抗癌药物来改善化疗耐药 NSCLC 的治疗。
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引用次数: 0
Efficacy assessment of different cryoprotectants for preserving the viability of Enterobacterales strains at - 20 °C. 不同低温保护剂在零下 20 °C 保存肠杆菌菌株活力的功效评估。
IF 3.8 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-09-06 DOI: 10.1038/s41598-024-71529-6
Anastasia Tutrina, Pavel Zhurilov

The preservation of microorganisms is pivotal in microbiological practice. Currently, cryopreservation is assumed to be an effective and inexpensive approach for the storage of microorganisms, including bacteria. The key point of cryopreservation is optimal cryoprotectant selection. In the present study, different cryoprotectant compositions were tested for long-term storage of 15 Enterobacterales bacterial strains at - 20 °C. The survival rates of the bacterial strains were evaluated in four different cryoprotectant solutions containing 70% glycerin only (cryoprotectants 1 and 4), 10% dimethyl sulfoxide (DMSO) with 70% glycerin (cryoprotectant 2), and 10% DMSO (cryoprotectant 3). In addition, cryoprotectants 1 and 2 contained peptone and yeast extract as nutritional supplements. The general survival rates of the bacterial strains were evaluated after 12 months of storage. After 12 months, the survival rates of the different cryoprotectants were as follows: cryoprotectant 1-88.87%; cryoprotectant 2-84.85%; cryoprotectant 3-83.50%; and cryoprotectant 4-44.81%. Thus, the composition of cryoprotectant 1 (70% glycerin with nutrient supplements) was optimal for preserving 15 tested strains of the order Enterobacterales. Despite these findings, the biochemical properties of the tested strains changed after cryopreservation for 12 months in the presence of 1 or 3 cryoprotectants. Alterations in the biochemical profile could be related to changes in environmental conditions and cold adaptation. We assume that the composition of cryoprotectant 1 can be optimal for storing the order Enterobacterales at - 20 °C. However, further investigations are needed to elucidate the problem of cryopreservation and to support our assumption.

微生物的保存在微生物学实践中至关重要。目前,冷冻保存被认为是一种有效而廉价的微生物(包括细菌)储存方法。低温保存的关键是选择最佳的低温保护剂。本研究测试了不同低温保护剂成分在零下 20 摄氏度长期储存 15 种肠杆菌属细菌菌株的效果。在仅含 70% 甘油(低温保护剂 1 和 4)、含 70% 甘油的 10% 二甲基亚砜(DMSO)(低温保护剂 2)和 10% 二甲基亚砜(DMSO)(低温保护剂 3)的四种不同低温保护剂溶液中,对细菌菌株的存活率进行了评估。此外,低温保护剂 1 和 2 还含有蛋白胨和酵母提取物作为营养补充剂。储存 12 个月后,对细菌菌株的一般存活率进行了评估。12 个月后,不同冷冻保护剂的存活率如下:冷冻保护剂 1-88.87%;冷冻保护剂 2-84.85%;冷冻保护剂 3-83.50%;冷冻保护剂 4-44.81%。因此,低温保护剂 1 的成分(70% 的甘油和营养补充剂)最适合保存 15 个受测的肠杆菌科菌株。尽管有这些发现,但在 1 种或 3 种低温保护剂存在的情况下低温保存 12 个月后,受测菌株的生化特性发生了变化。生化特性的改变可能与环境条件的变化和低温适应性有关。我们认为,低温保护剂 1 的成分是在零下 20 °C 保存肠杆菌目的最佳选择。然而,要阐明低温保存的问题并支持我们的假设,还需要进一步的研究。
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引用次数: 0
Glycomics of cervicovaginal fluid from women at risk of preterm birth reveals immuno-regulatory epitopes that are hallmarks of cancer and viral glycosylation. 对有早产风险的妇女的宫颈阴道液进行糖基化分析,发现了作为癌症和病毒糖基化标志的免疫调节表位。
IF 3.8 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-09-06 DOI: 10.1038/s41598-024-71950-x
Gang Wu, Paola Grassi, Belen Gimeno Molina, David A MacIntyre, Lynne Sykes, Phillip R Bennett, Anne Dell, Stuart M Haslam

During pregnancy the immune system needs to maintain immune tolerance of the foetus while also responding to infection, which can cause premature activation of the inflammatory pathways leading to the onset of labour and preterm birth. The vaginal microbiome is an important modifier of preterm birth risk, with Lactobacillus dominance during pregnancy associated with term delivery while high microbial diversity is associated with an increased risk of preterm birth. Glycans on glycoproteins along the lower female reproductive tract are fundamental to microbiota-host interactions and the mediation of inflammatory responses. However, the specific glycan epitopes involved in these processes are not well understood. To address this, we conducted glycomic analyses of cervicovaginal fluid (CVF) from 36 pregnant women at high risk of preterm birth and 4 non-pregnant women. Our analysis of N- and O-glycans revealed a rich CVF glycome. While O-glycans were shown to be the main carriers of ABO blood group epitopes, the main features of N-glycans were the presence of abundant paucimannose and high mannose glycans, and a remarkable diversity of complex bi-, tri-, and tetra-antennary glycans decorated with fucose and sialic acid. We identified immuno-regulatory epitopes, such as Lewis antigens, and found that fucosylation was negatively correlated to pro-inflammatory factors, such as IL-1β, MMP-8, C3a and C5a, while glycans with only sialylated antennae were mainly positively correlated to those. Similarly, paucimannose glycans showed a positive correlation to pro-inflammatory factors. We revealed a high abundance of glycans which have previously been identified as hallmarks of cancer and viral glycosylation, such as Man8 and Man9 high mannose glycans. Although each pregnant woman had a unique glycomic profile, longitudinal studies showed that the main glycosylation features were consistent throughout pregnancy in women who delivered at term, whereas women who experienced extreme preterm birth exhibited sharp changes in the CVF glycome shortly before delivery. These findings shed light on the processes underlying the role of glycosylation in maintaining a healthy vaginal microbiome and associated host immune responses. In addition, these discoveries facilitate our understanding of the lower female reproductive tract which has broad implications for women's health.

在怀孕期间,免疫系统需要维持胎儿的免疫耐受,同时还要对感染做出反应,这可能会导致炎症通路过早激活,从而导致分娩和早产的发生。阴道微生物群是早产风险的重要调节因素,孕期乳酸杆菌占优势与足月分娩有关,而微生物多样性高则与早产风险增加有关。女性下生殖道糖蛋白上的聚糖是微生物与宿主相互作用和调解炎症反应的基础。然而,人们对参与这些过程的特定糖表位并不十分了解。为了解决这个问题,我们对 36 名早产高危孕妇和 4 名非孕妇的宫颈阴道液(CVF)进行了糖化学分析。我们对 N-和 O-聚糖的分析显示了丰富的宫颈阴道液糖结构。O 型聚糖被证明是 ABO 血型表位的主要载体,而 N 型聚糖的主要特征则是存在大量的白甘露糖和高甘露糖,以及由岩藻糖和硅铝酸装饰的复杂双、三和四元蒽聚糖的显著多样性。我们确定了免疫调节表位(如路易斯抗原),并发现岩藻糖基化与促炎因子(如 IL-1β、MMP-8、C3a 和 C5a)呈负相关,而仅具有半乳淀粉酰化触角的聚糖则主要与这些因子呈正相关。同样,褐藻糖聚糖也与促炎因子呈正相关。我们发现了大量以前被确定为癌症和病毒糖基化标志的聚糖,如 Man8 和 Man9 高甘露糖。虽然每个孕妇都有独特的糖基化特征,但纵向研究显示,足月分娩的孕妇在整个孕期的主要糖基化特征是一致的,而经历过极度早产的孕妇在分娩前不久CVF糖基化结果会发生急剧变化。这些发现揭示了糖基化在维持健康的阴道微生物群和相关宿主免疫反应中的作用过程。此外,这些发现还促进了我们对女性下生殖道的了解,这对女性健康有着广泛的影响。
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引用次数: 0
Physicochemical characterization and potential cancer therapy applications of hydrogel beads loaded with doxorubicin and GaOOH nanoparticles. 负载多柔比星和 GaOOH 纳米粒子的水凝胶珠的理化特性及其潜在的癌症治疗应用。
IF 3.8 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-09-06 DOI: 10.1038/s41598-024-67709-z
Aleksandra Żmuda, Weronika Kamińska, Marta Bartel, Karolina Głowacka, Maciej Chotkowski, Katarzyna Medyńska, Katarzyna Wiktorska, Maciej Mazur

A new type of hybrid polymer particles capable of carrying the cytostatic drug doxorubicin and labeled with a gallium compound was prepared. These microparticles consist of a core and a hydrogel shell, which serves as the structural matrix. The shell can be employed to immobilize gallium oxide hydroxide (GaOOH) nanoparticles and the drug, resulting in hybrid beads with sizes of approximately 3.81 ± 0.09 μm. The microparticles exhibit the ability to incorporate a remarkably large amount of doxorubicin, approximately 0.96 mg per 1 mg of the polymeric carrier. Additionally, GaOOH nanoparticles can be deposited within the hydrogel layer at an amount of 0.64 mg per 1 mg of the carrier. These nanoparticles, resembling rice grains with an average size of 593 nm by 155 nm, are located on the surface of the polymer carrier. In vitro studies on breast and colon cancer cell lines revealed a pronounced cytotoxic effect of the hybrid polymer particles loaded with doxorubicin, indicating their potential for cancer therapies. Furthermore, investigations on doping the hybrid particles with the Ga-68 radioisotope demonstrated their potential application in positron emission tomography (PET) imaging. The proposed structures present a promising theranostic platform, where particles could be employed in anticancer therapies while monitoring their accumulation in the body using PET.

我们制备出了一种新型混合聚合物微粒,这种微粒能够携带细胞抑制药物多柔比星,并用镓化合物进行标记。这些微粒由核心和作为结构基质的水凝胶外壳组成。外壳可用于固定氢氧化镓(GaOOH)纳米粒子和药物,从而形成尺寸约为 3.81 ± 0.09 μm 的混合珠。这种微粒能够掺入大量的多柔比星,每 1 毫克聚合物载体可掺入约 0.96 毫克多柔比星。此外,GaOOH 纳米粒子也可以沉积在水凝胶层中,每 1 毫克载体中的含量为 0.64 毫克。这些纳米颗粒位于聚合物载体的表面,形似米粒,平均尺寸为 593 纳米 x 155 纳米。对乳腺癌和结肠癌细胞株进行的体外研究表明,负载多柔比星的杂化聚合物颗粒具有明显的细胞毒性作用,这表明它们具有治疗癌症的潜力。此外,在混合粒子中掺入 Ga-68 放射性同位素的研究表明,它们在正电子发射断层扫描(PET)成像中具有潜在的应用价值。所提出的结构提供了一个前景广阔的治疗平台,可将粒子用于抗癌疗法,同时利用正电子发射断层扫描技术监测粒子在体内的积累情况。
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引用次数: 0
The application of chemical similarity measures in an unconventional modeling framework c-RASAR along with dimensionality reduction techniques to a representative hepatotoxicity dataset. 将非常规建模框架 c-RASAR 中的化学相似性测量方法与降维技术一起应用于具有代表性的肝毒性数据集。
IF 3.8 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-09-06 DOI: 10.1038/s41598-024-71892-4
Arkaprava Banerjee, Kunal Roy

With the exponential progress in the field of cheminformatics, the conventional modeling approaches have so far been to employ supervised and unsupervised machine learning (ML) and deep learning models, utilizing the standard molecular descriptors, which represent the structural, physicochemical, and electronic properties of a particular compound. Deviating from the conventional approach, in this investigation, we have employed the classification Read-Across Structure-Activity Relationship (c-RASAR), which involves the amalgamation of the concepts of classification-based quantitative structure-activity relationship (QSAR) and Read-Across to incorporate Read-Across-derived similarity and error-based descriptors into a statistical and machine learning modeling framework. ML models developed from these RASAR descriptors use similarity-based information from the close source neighbors of a particular query compound. We have employed different classification modeling algorithms on the selected QSAR and RASAR descriptors to develop predictive models for efficient prediction of query compounds' hepatotoxicity. The predictivity of each of these models was evaluated on a large number of test set compounds. The best-performing model was also used to screen a true external data set. The concepts of explainable AI (XAI) coupled with Read-Across were used to interpret the contributions of the RASAR descriptors in the best c-RASAR model and to explain the chemical diversity in the dataset. The application of various unsupervised dimensionality reduction techniques like t-SNE and UMAP and the supervised ARKA framework showed the usefulness of the RASAR descriptors over the selected QSAR descriptors in their ability to group similar compounds, enhancing the modelability of the dataset and efficiently identifying activity cliffs. Furthermore, the activity cliffs were also identified from Read-Across by observing the nature of compounds constituting the nearest neighbors for a particular query compound. On comparing our simple linear c-RASAR model with the previously reported models developed using the same dataset derived from the US FDA Orange Book ( https://www.accessdata.fda.gov/scripts/cder/ob/index.cfm ), it was observed that our model is simple, reproducible, transferable, and highly predictive. The performance of the LDA c-RASAR model on the true external set supersedes that of the previously reported work. Therefore, the present simple LDA c-RASAR model can efficiently be used to predict the hepatotoxicity of query chemicals.

随着化学信息学领域的飞速发展,迄今为止,传统的建模方法一直是利用代表特定化合物结构、物理化学和电子特性的标准分子描述符,采用有监督和无监督的机器学习(ML)和深度学习模型。与传统方法不同的是,在这项研究中,我们采用了分类读交叉结构-活性关系(c-RASAR),它涉及基于分类的定量结构-活性关系(QSAR)和读交叉概念的融合,将读交叉衍生的相似性和基于误差的描述符纳入统计和机器学习建模框架。根据这些 RASAR 描述符开发的 ML 模型使用了来自特定查询化合物近源邻域的基于相似性的信息。我们在选定的 QSAR 和 RASAR 描述符上采用了不同的分类建模算法,以开发预测模型,从而有效预测查询化合物的肝毒性。在大量测试集化合物上对每个模型的预测能力进行了评估。表现最好的模型还被用于筛选真正的外部数据集。可解释人工智能(XAI)的概念与 "交叉阅读"(Read-Across)相结合,用于解释最佳 c-RASAR 模型中 RASAR 描述因子的贡献,并解释数据集中的化学多样性。各种无监督降维技术(如 t-SNE 和 UMAP)和有监督 ARKA 框架的应用表明,RASAR 描述因子比所选的 QSAR 描述因子更有用,因为它们能够对相似化合物进行分组,提高数据集的可建模性,并有效识别活性悬崖。此外,通过观察构成特定查询化合物近邻的化合物的性质,还可以从 "交叉阅读 "中识别出活性悬崖。将我们的简单线性 c-RASAR 模型与之前报道的使用源自美国 FDA 橘皮书(https://www.accessdata.fda.gov/scripts/cder/ob/index.cfm)的相同数据集开发的模型进行比较后发现,我们的模型简单、可重复、可转移且预测性高。LDA c-RASAR 模型在真实外部数据集上的表现优于之前报告的工作。因此,目前简单的 LDA c-RASAR 模型可以有效地用于预测查询化学品的肝毒性。
{"title":"The application of chemical similarity measures in an unconventional modeling framework c-RASAR along with dimensionality reduction techniques to a representative hepatotoxicity dataset.","authors":"Arkaprava Banerjee, Kunal Roy","doi":"10.1038/s41598-024-71892-4","DOIUrl":"10.1038/s41598-024-71892-4","url":null,"abstract":"<p><p>With the exponential progress in the field of cheminformatics, the conventional modeling approaches have so far been to employ supervised and unsupervised machine learning (ML) and deep learning models, utilizing the standard molecular descriptors, which represent the structural, physicochemical, and electronic properties of a particular compound. Deviating from the conventional approach, in this investigation, we have employed the classification Read-Across Structure-Activity Relationship (c-RASAR), which involves the amalgamation of the concepts of classification-based quantitative structure-activity relationship (QSAR) and Read-Across to incorporate Read-Across-derived similarity and error-based descriptors into a statistical and machine learning modeling framework. ML models developed from these RASAR descriptors use similarity-based information from the close source neighbors of a particular query compound. We have employed different classification modeling algorithms on the selected QSAR and RASAR descriptors to develop predictive models for efficient prediction of query compounds' hepatotoxicity. The predictivity of each of these models was evaluated on a large number of test set compounds. The best-performing model was also used to screen a true external data set. The concepts of explainable AI (XAI) coupled with Read-Across were used to interpret the contributions of the RASAR descriptors in the best c-RASAR model and to explain the chemical diversity in the dataset. The application of various unsupervised dimensionality reduction techniques like t-SNE and UMAP and the supervised ARKA framework showed the usefulness of the RASAR descriptors over the selected QSAR descriptors in their ability to group similar compounds, enhancing the modelability of the dataset and efficiently identifying activity cliffs. Furthermore, the activity cliffs were also identified from Read-Across by observing the nature of compounds constituting the nearest neighbors for a particular query compound. On comparing our simple linear c-RASAR model with the previously reported models developed using the same dataset derived from the US FDA Orange Book ( https://www.accessdata.fda.gov/scripts/cder/ob/index.cfm ), it was observed that our model is simple, reproducible, transferable, and highly predictive. The performance of the LDA c-RASAR model on the true external set supersedes that of the previously reported work. Therefore, the present simple LDA c-RASAR model can efficiently be used to predict the hepatotoxicity of query chemicals.</p>","PeriodicalId":21811,"journal":{"name":"Scientific Reports","volume":null,"pages":null},"PeriodicalIF":3.8,"publicationDate":"2024-09-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11379871/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142146356","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Untargeted metabolomic analysis of human milk from healthy mothers reveals drivers of metabolite variability. 对健康母亲母乳的非靶向代谢组学分析揭示了代谢物变异的驱动因素。
IF 3.8 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-09-06 DOI: 10.1038/s41598-024-71677-9
Zachary C Holmes, Katariina Koivusaari, Claire E O'Brien, Katherine V Richeson, Leila I Strickland

Understanding the human milk metabolome can help inform infant nutrition and health. Untargeted metabolomics was used to study breast milk from 31 healthy participants to assess the shared metabolites in milk from participants with various backgrounds and understand how different demographic, health, and environmental factors impact the milk metabolome. Breast milk samples were analyzed by four separate UPLC-MS/MS methods. Metabolite Set Enrichment Analysis was used to study the most and least variable metabolites. The associations between participant factors and the metabolome were assessed with redundancy analyses. Among all 31 participants and between each untargeted UPLC-MS/MS method, 731 metabolites were detected, of which 389 were shared among all participants. Of the shared metabolites, lactose was the least and lactobionate the most variable metabolite. In the biological super pathway analysis, xenobiotics were the most variable metabolites. Infant age, maternal age, number of live births, and pre-pregnancy BMI were associated with the milk metabolome. In conclusion, the most variable metabolites originate from environmental exposures while the well-conserved core metabolites are linked to cell metabolism or are crucial for infant nutrition and osmoregulation. Understanding the variability of the breast milk metabolome can help identify components that are crucial for infant nutrition, growth, and development.

了解母乳代谢组有助于为婴儿营养和健康提供信息。我们利用非靶向代谢组学研究了 31 位健康参与者的母乳,以评估不同背景参与者母乳中的共有代谢物,并了解不同的人口、健康和环境因素如何影响母乳代谢组。母乳样本采用四种不同的 UPLC-MS/MS 方法进行分析。代谢物组富集分析法用于研究变化最大和最小的代谢物。通过冗余分析评估了参与者因素与代谢组之间的关联。在所有31名参与者和每种非靶向UPLC-MS/MS方法之间,共检测到731种代谢物,其中389种代谢物为所有参与者共有。在共有代谢物中,乳糖是最少的代谢物,而乳糖酸盐则是变化最大的代谢物。在生物超级通路分析中,异生物是变化最大的代谢物。婴儿年龄、母亲年龄、活产次数和孕前体重指数与乳汁代谢组相关。总之,变化最大的代谢物来源于环境暴露,而保存完好的核心代谢物则与细胞代谢有关,或对婴儿营养和渗透调节至关重要。了解母乳代谢组的可变性有助于确定对婴儿营养、生长和发育至关重要的成分。
{"title":"Untargeted metabolomic analysis of human milk from healthy mothers reveals drivers of metabolite variability.","authors":"Zachary C Holmes, Katariina Koivusaari, Claire E O'Brien, Katherine V Richeson, Leila I Strickland","doi":"10.1038/s41598-024-71677-9","DOIUrl":"10.1038/s41598-024-71677-9","url":null,"abstract":"<p><p>Understanding the human milk metabolome can help inform infant nutrition and health. Untargeted metabolomics was used to study breast milk from 31 healthy participants to assess the shared metabolites in milk from participants with various backgrounds and understand how different demographic, health, and environmental factors impact the milk metabolome. Breast milk samples were analyzed by four separate UPLC-MS/MS methods. Metabolite Set Enrichment Analysis was used to study the most and least variable metabolites. The associations between participant factors and the metabolome were assessed with redundancy analyses. Among all 31 participants and between each untargeted UPLC-MS/MS method, 731 metabolites were detected, of which 389 were shared among all participants. Of the shared metabolites, lactose was the least and lactobionate the most variable metabolite. In the biological super pathway analysis, xenobiotics were the most variable metabolites. Infant age, maternal age, number of live births, and pre-pregnancy BMI were associated with the milk metabolome. In conclusion, the most variable metabolites originate from environmental exposures while the well-conserved core metabolites are linked to cell metabolism or are crucial for infant nutrition and osmoregulation. Understanding the variability of the breast milk metabolome can help identify components that are crucial for infant nutrition, growth, and development.</p>","PeriodicalId":21811,"journal":{"name":"Scientific Reports","volume":null,"pages":null},"PeriodicalIF":3.8,"publicationDate":"2024-09-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11379717/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142146365","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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