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Estimating hair density with XGBoost. 利用 XGBoost 估算毛发密度。
IF 2.7 4区 医学 Q2 DERMATOLOGY Pub Date : 2024-11-17 DOI: 10.1111/ics.13030
Yi-Fan Wang, Mei-Hua Hsu, Max Yue-Feng Wang, Jun-Wei Lin

Objectives: Hair density estimation is crucial in dermatology and trichology; however, manual counting is time-consuming and error-prone. Although automated approaches have been developed using image processing, neural networks, and deep learning, creating a robust and widely applicable method remains challenging. This study explored the use of XGBoost to estimate hair density with the aim of developing a more accurate and versatile approach.

Methods: The study utilized 895 scalp images to extract features and developed an XGBoost model for hair density estimation using 745 images to train the model and testing its performance on 150 images to evaluate the accuracy, error rate, and scatter plot.

Results: The XGBoost model outperformed previous methods, achieving 89.5% accuracy on the training set and 95.3% accuracy on the test set. This surpassed the results of Kim et al. (52.4%), Urban et al. (79.6%), and Sacha et al. (88.2%) for the test set.

Conclusion: The XGBoost algorithm proved to be effective for automated hair density estimation, achieving an accuracy of 95.3% on the test set. This approach, which focusses on scalp coverage and erosion features, can streamline and improve the objectivity of clinical hair analysis.

目的:毛发密度估计在皮肤病学和毛发学中至关重要;然而,人工计数既费时又容易出错。虽然已经开发出了使用图像处理、神经网络和深度学习的自动方法,但创建一种稳健且广泛适用的方法仍具有挑战性。本研究探索使用 XGBoost 估算毛发密度,旨在开发一种更准确、更通用的方法:研究利用 895 张头皮图像提取特征,并开发了一个 XGBoost 模型来估算头发密度,使用 745 张图像训练模型,并在 150 张图像上测试其性能,以评估准确率、错误率和散点图:XGBoost 模型的表现优于之前的方法,在训练集上的准确率达到 89.5%,在测试集上的准确率达到 95.3%。这超过了 Kim 等人(52.4%)、Urban 等人(79.6%)和 Sacha 等人(88.2%)的测试集结果:事实证明,XGBoost 算法对自动毛发密度评估非常有效,在测试集上的准确率达到了 95.3%。这种侧重于头皮覆盖和侵蚀特征的方法可以简化和提高临床毛发分析的客观性。
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引用次数: 0
A new ex vivo human skin model for the topographic and biological analysis of cosmetic formulas. 用于化妆品配方地形和生物分析的新型体外人体皮肤模型。
IF 2.7 4区 医学 Q2 DERMATOLOGY Pub Date : 2024-11-12 DOI: 10.1111/ics.13027
Laurent Peno-Mazzarino, Olivier Jeanneton, Stéphanie Almeida Scalvino, Giuseppe Percoco, Gallic Beauchef, Carine Nizard, Karl Pays

Objective: Existing methods to evaluate skin care products suffer limitations. This is the case for ex vivo skin explants, a first-choice 3D model. While essential to analyse mid- to long-term biological effects, this classical model hinders assessing microrelief variations. To circumvent these limitations, we developed an ex vivo PERFused EXplant setup (Perfex) that maintains the outer skin surface in the open air, closely mirroring physiological conditions.

Methods: A custom-designed reservoir enables perfusing the dermal side of explants with buffered, temperature-controlled medium, while the epidermis is subjected to "normal" conditions. Skin tension and characteristics of the stratum corneum, microrelief, histology and immunohistology (collagen types I and III, elastin and fibrillin-1) were analysed and compared to those of explants maintained under conventional conditions or in vivo skin. The effects of skin care formulas intended to induce short- and/or mid- to long-term effects were also assessed.

Results: Skin explants maintained with the Perfex setup exhibit characteristics (firmness, elasticity, hydration and barrier function) closer to those of in vivo skin than with conventional conditions. Moreover, Perfex-maintained explants present no alteration in histology after 7 days and slight variation in the expression of key protein markers. Microrelief characteristics also remain mostly stable over 7 days. Formula applications corroborate that skin tensor-containing products primarily induce short-term changes in the microrelief, while those with biologically active ingredients mainly lead to mid- to long-term effects on the histology and expression of molecular markers. Furthermore, maintaining skin explants with a physiologically relevant skin surface enabled analysing the relationship between microrelief and key markers, showing that fibrillin-1 is the protein most correlated with microrelief characteristics.

Conclusions: The Perfex setup allows for similar preservation of skin explant histology and key protein expression as the conventional system, yet it maintains a skin surface close to that of in vivo skin. Therefore, it is valuable to analyse both the short- and mid- to long-term impacts of skin care formulas and better comprehend their effects. The Perfex system also offers a new tool for investigating fundamental questions, such as the link that can exist between dermal proteins and skin surface properties.

目的:评估护肤品的现有方法存在局限性。作为首选的三维模型,体外皮肤移植就是这种情况。虽然这种经典模型对分析中长期生物效应至关重要,但却阻碍了对微量缓解变化的评估。为了规避这些局限性,我们开发了一种体外 PERFused EXplant 装置(Perfex),它能将皮肤外表面保持在露天状态,接近生理条件:方法:定制设计的储液器可在表皮处于 "正常 "条件下的同时,向外植体的真皮一侧灌注缓冲、温控培养基。对皮肤张力、角质层特征、微血管舒张、组织学和免疫组织学(I 型和 III 型胶原蛋白、弹性蛋白和纤连蛋白-1)进行了分析,并将其与在常规条件下保存的外植体或体内皮肤进行了比较。此外,还对旨在产生短期和/或中长期效果的护肤配方的效果进行了评估:结果:与传统条件相比,使用 Perfex 设备维护的皮肤外植体显示出更接近于体内皮肤的特征(紧致度、弹性、水合作用和屏障功能)。此外,Perfex 维护的外植体在 7 天后组织学没有发生变化,关键蛋白标记物的表达略有变化。微松弛特性在 7 天内也基本保持稳定。配方应用证实,含皮肤张力剂的产品主要会引起微血管的短期变化,而含生物活性成分的产品则主要会对组织学和分子标记物的表达产生中长期影响。此外,用与生理相关的皮肤表面维持皮肤外植体可以分析微救济与关键标记之间的关系,结果表明纤连蛋白-1 是与微救济特征最相关的蛋白质:结论:Perfex 装置能像传统系统一样保存皮肤组织学和关键蛋白表达,但它能保持与活体皮肤接近的皮肤表面。因此,它对分析护肤配方的短期和中长期影响以及更好地理解其效果都很有价值。Perfex 系统还为研究基本问题(如真皮蛋白质与皮肤表面特性之间可能存在的联系)提供了一种新工具。
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引用次数: 0
Micellar solubility and co-solubilization of fragrance raw materials in sodium dodecyl sulfate and polysorbate 20 surfactant systems. 十二烷基硫酸钠和聚山梨醇酯 20 表面活性剂体系中香料原料的微胶囊溶解性和共溶解性。
IF 2.7 4区 医学 Q2 DERMATOLOGY Pub Date : 2024-11-12 DOI: 10.1111/ics.13032
Christine Tilghman, S Kevin Li, Laura A Spaulding

Objective: The aim of this work was to investigate the solubility and co-solubilization of fragrance raw materials (FRMs) in sodium dodecyl sulfate (SDS) and polysorbate 20 (P20) surfactant micellar systems, which can advance our knowledge of multi-solute micellar solubilization and fragrance olfactory performance from product matrices containing the surfactants.

Methods: The transfer of individual FRMs and binary FRM mixtures into micellar phases was quantified by UV-VIS differential spectroscopy and evaluated in terms of the standard Gibbs free energy change and micelle-water partition coefficient. Co-solubilization effects were further evaluated by the deviation ratio.

Results: Anionic SDS was found overall to be a more efficient solubilizer than nonionic P20. On an individual basis, micellar solubilization generally increased with solute lipophilicity but was additionally impacted by solute rigidity and steric effects. Micellar solubilization was favoured for more rigid structures and less favoured for FRMs that exhibited larger molecular rotation and steric hindrance. For multi-solute systems, three co-solubilization effects were observed: (i) inhibitive effect in which micellar partitioning of both solutes decreased, (ii) an inverse effect where partitioning of one solute increased while the other decreased and (iii) synergistic effect in which partitioning of both solutes increased. During co-solubilization in P20 micelles, many FRMs competed for solubilization between the polyoxyethylene chains in the outer layer of the micelle, thereby resulting in an inhibitory effect for both solutes. Co-solubilization of FRM binary mixtures in SDS micelles often resulted in a synergistic increase in micellar solubility, possibly due to micellar swelling, thereby facilitating partitioning of additional solutes into the micelle. An inverse effect in which the micellar solubility of one solute increased, while the other decreased was observed in both surfactant systems with varying degrees of partitioning depending on the composition of the FRM mixture.

Conclusions: The results of this study provide valuable insights into the impact of FRM composition on multi-solute partitioning behaviour and the impact of surfactant type on co-solubilization in micellar solutions.

研究目的这项工作的目的是研究香料原料(FRMs)在十二烷基硫酸钠(SDS)和聚山梨醇酯 20(P20)表面活性剂胶束体系中的溶解度和共溶解度,从而增进我们对含有表面活性剂的产品基质中多溶质胶束溶解度和香料嗅觉性能的了解:方法:通过紫外可见分光光度法(UV-VIS differential spectroscopy)对单个 FRM 和二元 FRM 混合物向胶束相的转移进行量化,并根据标准吉布斯自由能变化和胶束-水分配系数进行评估。通过偏差比进一步评估了共增溶效果:结果表明:总体而言,阴离子 SDS 是比非离子 P20 更有效的增溶剂。就个体而言,胶束增溶通常随溶质亲油性的增加而增加,但也受到溶质刚性和立体效应的影响。对于刚性较强的结构,更有利于胶束增溶,而对于分子旋转和立体阻碍较大的 FRM,则不太有利。对于多溶质体系,观察到三种共溶解效应:(i) 抑制效应,即两种溶质的胶束分配减少;(ii) 反向效应,即一种溶质的分配增加,另一种溶质的分配减少;(iii) 协同效应,即两种溶质的分配增加。在 P20 胶束中共溶解期间,许多 FRM 在胶束外层的聚氧乙烯链之间竞争溶解,从而对两种溶质产生抑制作用。二元 FRM 混合物在 SDS 胶束中的共溶通常会导致胶束溶解度的协同增加,这可能是由于胶束膨胀,从而促进了其他溶质进入胶束。在两种表面活性剂体系中都观察到了一种反向效应,即一种溶质的胶束溶解度增加,而另一种溶质的胶束溶解度降低,分配程度因 FRM 混合物的组成而异:本研究的结果为了解 FRM 成分对多溶质分配行为的影响以及表面活性剂类型对胶束溶液中共溶解的影响提供了宝贵的见解。
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引用次数: 0
Scalp condition improvement with botanical extracts possessing chemical and physical antioxidant activity. 利用具有化学和物理抗氧化活性的植物提取物改善头皮状况。
IF 2.7 4区 医学 Q2 DERMATOLOGY Pub Date : 2024-11-11 DOI: 10.1111/ics.13031
Jennifer M Marsh, Lijuan Li, Sonja Knowles, Kathryn C S Locker, Kathleen Pearson, Rob Bacon, Kimberly Kozak, Tim Laughlin, James R Schwartz

Objective: Oxidative stress is implicated in scalp and hair health manifesting in several ways, including skin barrier, hair retention, healthy hair appearance and scalp sensation. We previously linked markers of oxidative damage to dandruff and skin barrier impairment and have linked key anti-dandruff technologies to the resolution of these issues. Here we expand the therapeutic space demonstrating many botanical extracts offer protective benefits against ROS stress via both chemical and biological antioxidant mechanisms.

Methods: Chemical antioxidant activity of 10 botanical extracts was measured using oxygen radical absorbance capacity (ORAC) and biological antioxidant activity was measured using a Nrf-2 cell assay. A three-dimensional human keratinocyte skin equivalent model from MatTek was used to measure efficacy of reducing reactive oxygen species (ROS) from both the botanicals added as a solution and from a shampoo product. A 4-week consumer study with 56 panels was conducted with a leave-on treatment containing a botanical extract. Measurement of the oxidized lipids (9 and 13-Hydroxy-10E 12Z-octadecadienoic acid, HODE) extracted from scalp tape strips was made using gradient reversed-phase high-performance liquid chromatography with tandem mass spectrometry (HPLC/MS/MS).

Results: We demonstrated in vitro that many botanical extracts exert antioxidant activity by quenching radicals in ORAC testing as well as activating biological antioxidant pathways via nrf-2 up-regulation in a cellular reporter system. Furthermore, we demonstrate these antioxidant activities for these botanicals in 3D skin models and ultimately show the reduction of lipid oxidation products in a consumer use context with a rosemary extract.

Conclusion: Improved scalp condition can be achieved with incorporation of botanicals having the potential to exert antioxidant activity in hair/scalp care products.

目的:氧化应激与头皮和头发健康有关,表现在多个方面,包括皮肤屏障、头发保持力、健康头发外观和头皮感觉。我们以前曾将氧化损伤标记与头皮屑和皮肤屏障受损联系起来,并将关键的去屑技术与解决这些问题联系起来。在此,我们拓展了治疗空间,证明许多植物提取物通过化学和生物抗氧化机制对 ROS 压力具有保护作用:方法:使用氧自由基吸收能力(ORAC)测量 10 种植物提取物的化学抗氧化活性,使用 Nrf-2 细胞试验测量生物抗氧化活性。使用 MatTek 公司生产的三维人体角质细胞皮肤等效模型,测量了以溶液形式添加的植物提取物和洗发水产品减少活性氧(ROS)的功效。对含有植物萃取物的免洗护理产品进行了为期 4 周的消费者研究,共 56 人参加。使用梯度反相高效液相色谱-串联质谱法(HPLC/MS/MS)对从头皮胶带中提取的氧化脂质(9-羟基-10E 12Z-十八碳二烯酸和 13-羟基-10E 12Z-十八碳二烯酸,HODE)进行了测定:结果:我们在体外证明了许多植物提取物具有抗氧化活性,它们在 ORAC 测试中淬灭自由基,并在细胞报告系统中通过 nrf-2 上调激活生物抗氧化途径。此外,我们还在三维皮肤模型中展示了这些植物提取物的抗氧化活性,并最终展示了迷迭香提取物在消费者使用环境中减少脂质氧化产物的效果:结论:在头发/头皮护理产品中添加具有抗氧化活性的植物成分,可以改善头皮状况。
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引用次数: 0
Moisturizing and antioxidant factors of skin barrier restoring cream with shea butter, silkflo and vitamin E in human keratinocyte cells. 含有乳木果油、丝芙兰和维生素 E 的皮肤屏障修复霜在人类角质细胞中的保湿和抗氧化作用。
IF 2.7 4区 医学 Q2 DERMATOLOGY Pub Date : 2024-11-11 DOI: 10.1111/ics.13014
Ratheesh Mohanan, Svenia P Jose, Sheethal Sreevallabhan, Jatheera K Jalam, Jayesh Tilwani, Tariq Jagmag, Mahesh Abhyankar, Sajeev Martin George

Objective: Moisturizers are integral to daily skincare routines, reflecting the increasing trend among people towards cosmetic products, particularly for skin care. They significantly contribute to preserving skin health, particularly by regulating the epidermal barrier and moisture levels within the skin. This study aims to explore the moisturizing and antioxidant effect of skin barrier restoring cream Moiz MM (MZ) with shea butter, silkflo and vitamin E by investigating its protective effect against oxidative stress-induced cellular damage and therapeutic mechanisms in human keratinocytes cells (HaCaT).

Methods: The in vitro antioxidant activity of MZ was evaluated by DPPH, ABTS and NO assays. For the cell culture study, HaCaT cells were cultured and stimulated using H2O2 and then treated with different concentrations of MZ. Then, it was subjected to DCFH-DA staining, reverse transcriptase PCR and western blot analysis for the evaluation of various skin-moisture-related components in human keratinocyte cells. Type I procollagen was examined using ELISA technique.

Results: The results highlighted that oxidative stress in HaCaT cells decreased type I procollagen synthesis, while MZ treatment significantly increased the synthesis. Moreover, the viability of HaCaT cells was not affected in the presence of MZ, which demonstrates its non-toxic effect. Furthermore, MZ can counteract H2O2-mediated oxidative stress by enhancing the antioxidant enzyme activity such as superoxide dismutase and catalase, and decrease reactive oxygen species generation in skin cells. Additionally, MZ greatly promotes hyaluronic acid production by enhancing the expression of the hyaluronic acid synthase-1 gene and Aquaporin 3 protein.

Conclusion: This study suggests that MZ has the potential to serve as a moisturizing and antioxidant skincare formula.

目的:保湿剂是日常护肤程序中不可或缺的成分,这反映了人们对化妆品,尤其是护肤品日益增长的需求趋势。保湿剂尤其通过调节表皮屏障和皮肤内的水分含量,对维护皮肤健康做出了重要贡献。本研究旨在探索含有乳木果油、丝芙兰和维生素 E 的皮肤屏障修复霜 Moiz MM(MZ)的保湿和抗氧化效果,研究其对氧化应激诱导的细胞损伤的保护作用以及在人类角质细胞(HaCaT)中的治疗机制:方法:通过 DPPH、ABTS 和 NO 检测法评估 MZ 的体外抗氧化活性。在细胞培养研究中,先用 H2O2 培养和刺激 HaCaT 细胞,然后用不同浓度的 MZ 处理。然后进行 DCFH-DA 染色、逆转录酶 PCR 和 Western 印迹分析,以评估人角质细胞中与皮肤水分有关的各种成分。使用 ELISA 技术检测了 I 型胶原蛋白:结果:结果表明,HaCaT 细胞中的氧化应激减少了 I 型胶原蛋白的合成,而 MZ 处理则显著增加了 I 型胶原蛋白的合成。此外,在 MZ 存在的情况下,HaCaT 细胞的存活率未受影响,这表明 MZ 无毒。此外,MZ 还能增强超氧化物歧化酶和过氧化氢酶等抗氧化酶的活性,减少皮肤细胞中活性氧的生成,从而抵消 H2O2 介导的氧化应激。此外,MZ 还能通过提高透明质酸合成酶-1 基因和 Aquaporin 3 蛋白的表达,大大促进透明质酸的生成:这项研究表明,MZ 有潜力成为一种保湿和抗氧化护肤配方。
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引用次数: 0
The kinetics of moisture sorption by hair. 头发吸湿动力学。
IF 2.7 4区 医学 Q2 DERMATOLOGY Pub Date : 2024-11-11 DOI: 10.1111/ics.13028
S Breakspear, T Evans, P Frueh, A Neu, B Noecker, C Popescu, Q Uellner

Objective: The rate process of moisture sorption by human hair has been analysed in order to hints for helping deepen knowledge on the hair structure and to explain the behaviour of hair in response to moisture.

Methods: The isotherms of moisture sorption by hair were recorded, via dynamic vapour sorption (DVS), for untreated (virgin) and treated (heat-shaped and bleached) hair, as well as for separated cuticle and cortex.

Results: By considering that, during moisture uptake, the hair fibres also swell, it is possible to introduce a time-dependent rate constant for describing the kinetics of the moisture sorption. This model allows for clearly separating the moisture sorption processes occurring in Cuticle and in Cortex and for proposing a role of chain entanglement in the two main compartments of the fibre. It may also provide some hints on the structural changes occurring in the fibre after different cosmetic treatments. The influence of the weight of the sample on the kinetics of the sorption process has also been noted and quantified. The analysis pointed to a transition occurring at around 30% relative humidity, assigned to the opening of the hair inner structure, and accommodation of more water molecules. This allowed for an estimate of the value of the activation energy of the water molecules reacting with the active sites, which was found to be in good agreement with results published in the literature.

Conclusion: The analysis of the kinetics of moisture sorption by hair was shown not only to provide information on the chain entanglement inside the fibre and the effect of cosmetic treatments but also to demonstrate and quantify the influence of fibre density on the sorption process. It is thus suggested that, along with examination of the hysteresis, the analysis of sorption kinetics helps reveal a more complete picture of hair moisture management.

目的分析人类头发吸湿的速率过程,以帮助加深对头发结构的了解,并解释头发对水分的反应行为:方法:通过动态蒸汽吸附法(DVS)记录未经处理(原生发)和经过处理(热塑和漂白)的头发以及分离的角质层和皮层的水分吸附等温线:考虑到在吸湿过程中头发纤维也会膨胀,因此可以引入一个随时间变化的速率常数来描述吸湿动力学。通过该模型,可以将发生在角质层和皮质层的吸湿过程明确分开,并提出纤维的两个主要区段中链条缠结的作用。它还可以为纤维在经过不同美容处理后发生的结构变化提供一些提示。我们还注意到样品重量对吸附过程动力学的影响,并对其进行了量化。分析表明,在相对湿度为 30% 左右时,头发内部结构会发生变化,并容纳更多的水分子。这样就可以估算出水分子与活性位点反应的活化能值,结果发现该值与文献中公布的结果非常吻合:对头发吸湿动力学的分析表明,它不仅提供了有关纤维内部链缠结和化妆品处理效果的信息,还证明并量化了纤维密度对吸湿过程的影响。因此,建议在研究滞后现象的同时,对吸附动力学进行分析,有助于更全面地了解头发的水分管理情况。
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引用次数: 0
Insights into structural and proteomic alterations related to pH-induced changes and protein deamidation in hair. 洞察头发中与 pH 值诱导变化和蛋白质脱氨基有关的结构和蛋白质组变化。
IF 2.7 4区 医学 Q2 DERMATOLOGY Pub Date : 2024-11-11 DOI: 10.1111/ics.13029
Sunil S Adav, Alicia Rosabee Yu Ling Wu, Kee Woei Ng

Objectives: The hair shaft is often exposed to shampoo and haircare products that have unknown or varying pH levels. These products contain a combination of surfactants and other active ingredients to treat the hair or the scalp. As amphoteric proteins, hair keratins have limited buffering capacity, so variations in pH can have multifaceted impacts on them. However, there is limited knowledge about how pH affects keratins and keratin-associated proteins (KAPs). Therefore, this study aims to examine the effects of varying pH levels (pH 3-pH 12) on hair structure and analyse consequent alterations in the hair proteome using mass spectrometry-based proteomics.

Methods: A scanning electron microscope was used to examine changes in hair-shaft morphology due to exposure to various pH levels, while mass spectrometry was employed to analyse protein alterations.

Results: We found that exposing the hair shaft to varying pH levels led to specific effects on the cuticle, including cuticle lifting at certain pH levels, while proteomics analysis identified alterations in the hair proteome along with significant deamidation of keratins types I and II and KAPs. More pronounced effects were observed at extreme acidic conditions (pH 3) and alkaline conditions (above pH 8) on both hair morphology and hair proteins. pH levels between pH 5 and pH 7 had minimal impact on hair structure and proteins, suggesting that haircare products with pH in this range are ideal for hair-shaft health. In contrast, alkaline pH levels were found to negatively affect hair.

Conclusions: The structure evaluation and proteomics data emphasize the critical role of pH in hair health. The extreme acidic or alkaline pH impacts the hair structure and hair proteins. The study highlights the optimal pH range for maintaining healthy hair.

目的:发干经常会接触到 pH 值未知或不同的洗发水和护发产品。这些产品含有表面活性剂和其他活性成分,用于护理头发或头皮。作为两性蛋白质,头发角蛋白的缓冲能力有限,因此 pH 值的变化会对其产生多方面的影响。然而,人们对 pH 值如何影响角蛋白和角蛋白相关蛋白(KAPs)的了解还很有限。因此,本研究旨在研究不同 pH 值(pH 3-pH 12)对毛发结构的影响,并利用基于质谱的蛋白质组学分析毛发蛋白质组的相应变化:方法:使用扫描电子显微镜检查头发在不同 pH 值下的形态变化,同时使用质谱分析蛋白质的变化:结果:我们发现,将发干暴露于不同的 pH 值会对角质层产生特定的影响,包括在某些 pH 值下角质层翘起,而蛋白质组学分析则确定了头发蛋白质组的变化,以及角蛋白 I 型、II 型和 KAPs 的显著脱氨基作用。在极端酸性条件(pH 值为 3)和碱性条件(pH 值为 8 以上)下,头发形态和头发蛋白质受到的影响更为明显。 pH 值在 pH 值 5 和 pH 值 7 之间的产品对头发结构和蛋白质的影响极小,这表明 pH 值在此范围内的护发产品非常适合发质健康。相反,碱性 pH 值会对头发产生负面影响:结构评估和蛋白质组学数据强调了 pH 值在头发健康中的关键作用。极酸或极碱的 pH 值会影响头发结构和头发蛋白质。这项研究强调了保持头发健康的最佳 pH 值范围。
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引用次数: 0
SCAWA scales: A new digital tool for wrinkles clinical grading based on AI. SCAWA 鳞片:基于人工智能的皱纹临床分级新数字工具。
IF 2.7 4区 医学 Q2 DERMATOLOGY Pub Date : 2024-09-29 DOI: 10.1111/ics.12995
Juliette Rengot, Elodie Prestat-Marquis, Ingrid Aime, Jean-Robert Campos, Etienne Camel, Ghislain François

Objective: Clinical assessment of wrinkle depth is essential for efficacy evaluations of anti-ageing products. Standardized photographic scales, representative of different wrinkle depths are often used by experts to assign subjects reliable grades. These tools, based on real pictures, usually exist as hard copies (printed books or sheets) for in vivo gradings. Our project aims at developing a methodology to create digital standardized computer-generated scales, allowing photograph and real-life gradings, and providing raters with greater comfort, accessibility, and flexibility in their construction, thanks to the artificial intelligence significative contribution.

Methods: A completely new approach, based on machine learning, allows the creation of Standardized ColorFace® AI-based Wrinkle Assessment (SCAWA) scales. Instead of using real photographs, the scale images are computer-generated. A generative adversarial network (GAN) is trained to create realistic wrinkle samples that are finely controllable by exploring the GAN latent space. Finally, the scale images are selected among hundreds of artificial images depicting natural wrinkle appearances, such as the illustrated wrinkle evolution is well-detailed (small gaps between grades), morphologically stable, and mathematically linear according to a criterion of wrinkle conspicuous depth.

Results: The created 12-point scale for crow's feet wrinkle evaluation on ColorFace® pictures is proven to be realistic, linear, and robustly and accurately usable for photograph assessments. The scale coherence in terms of image ranking has been validated, as well as its reliability and acceptability in real conditions of use. Additionally, the wrinkle grades obtained by the SCAWA scale are well correlated (R = 0.94) with the ones obtained by the Skin Aging Atlas on the same pictures. The AI methodology and digital format brought also interesting side results, such as an enhanced harmonization between experts and a higher representativeness, that is, a decrease of out-of-range pictures.

Conclusion: SCAWA scale makes the most of machine learning to provide an innovative digital tool to ease wrinkles in visual assessment of pictures, while optimizing linearity, homogeneity, and accuracy aspects. The experts' enthusiastic feedback about the scale format and quality is promising regarding the adaptation of the methodology to other signs and a larger distribution of this tool in the market of cosmetic product efficacy assessment.

目的:皱纹深度的临床评估对于抗衰老产品的功效评估至关重要。专家们通常使用能代表不同皱纹深度的标准化照片量表来为受试者评定可靠的等级。这些工具以真实图片为基础,通常以硬拷贝(印刷书籍或纸张)的形式存在,用于活体分级。我们的项目旨在开发一种方法,创建数字化的标准化计算机生成的量表,允许照片和真人分级,并通过人工智能的重要贡献,使评分者在构建量表时更加舒适、易用和灵活:方法:基于机器学习的全新方法可创建基于人工智能的标准化 ColorFace® 皱纹评估(SCAWA)量表。量表图像由计算机生成,而不是使用真实照片。生成式对抗网络(GAN)经过训练后,可创建逼真的皱纹样本,这些样本可通过探索 GAN 潜在空间进行精细控制。最后,从数百张描绘自然皱纹外观的人工图像中挑选出刻度图像,如图示皱纹演变细腻(等级之间的间隙小)、形态稳定,并根据皱纹明显深度标准进行数学线性处理:结果:事实证明,在 ColorFace® 图片上创建的 12 级鱼尾纹皱纹评估量表是真实的、线性的,并且可用于照片评估,既稳健又准确。量表在图像排序方面的一致性以及在实际使用条件下的可靠性和可接受性均已得到验证。此外,SCAWA 量表得出的皱纹等级(R = 0.94)与皮肤老化图集在相同图片上得出的等级有很好的相关性。人工智能方法和数字格式还带来了一些有趣的副作用,如增强了专家之间的协调性,提高了代表性,即减少了超出范围的图片:SCAWA量表充分利用了机器学习技术,提供了一种创新的数字工具,在优化线性、同质性和准确性的同时,缓解了图片视觉评估中的褶皱问题。专家们对量表格式和质量的热情反馈,为该方法适应其他体征以及在化妆品功效评估市场上更广泛地推广该工具带来了希望。
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引用次数: 0
Microalgae-based sunscreens as green and sustainable cosmetic products. 基于微藻的防晒霜作为绿色和可持续的化妆品。
IF 2.7 4区 医学 Q2 DERMATOLOGY Pub Date : 2024-09-18 DOI: 10.1111/ics.13019
Asal Najafi, Mobina Heidary, Renata Miliani Martinez, André Rolim Baby, Mohammad Hossein Morowvat

Recently, microalgal biotechnology has attained great acceptance among various researchers and industries for the green and sustainable production of different bioactive compounds. They provide multiple metabolites and molecules, making them an ideal candidate for cosmetic formulators and cosmeceutical companies. Nevertheless, numerous microalgae strains have never been studied for their pharmaceutical, nutritional and cosmeceutical purposes. Even less, only some have been cultivated on a large scale for bioactive compound production. Here, we have studied the cosmetic and cosmeceutical potentials of different microalgal strains for sunscreen as adjuvants and boosters in a green, carbon-neutral and sustainable platform. Other bioactive compounds were exploited, and the available products in the market and the published patents were also reviewed. From our review, it will be possible to combine the fundamental and practical aspects of microalgal biotechnology toward a greener and more sustainable future for the cosmetic/cosmeceutical areas of the photoprotection scenario.

最近,微藻生物技术在绿色、可持续地生产不同生物活性化合物方面,得到了众多研究人员和行业的认可。微藻可提供多种代谢物和分子,是化妆品配方设计师和药妆公司的理想选择。然而,许多微藻菌株从未被研究用于制药、营养和化妆品用途。更有甚者,只有一些微藻被大规模培养用于生产生物活性化合物。在此,我们研究了不同微藻菌株作为佐剂和促进剂在绿色、碳中和和可持续平台上用于防晒霜的化妆品和药用潜力。我们还开发了其他生物活性化合物,并对市场上的现有产品和已公布的专利进行了审查。通过我们的综述,可以将微藻生物技术的基础和实践相结合,为光防护领域的化妆品/药妆领域创造更绿色、更可持续的未来。
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引用次数: 0
Identification of a higher C–S lyase activity of Staphylococcus hominis in volunteers with unpleasant axillary odour 在有难闻腋臭的志愿者中发现人葡萄球菌具有较高的 C-S 裂解酶活性。
IF 2.7 4区 医学 Q2 DERMATOLOGY Pub Date : 2024-09-16 DOI: 10.1111/ics.13024
Christine Grimaldi, Sophie Gilardeau, Laurie Verzeaux, Océane Guedj, Stéphanie Richer, Aliette Laspoussas, Maud Le Guillou, Hélène Muchico, Elodie Aymard, Brigitte Closs

Objective

Excessive and unpleasant odours that emanate from the skin can induce bromhidrosis and substantially impair a person's quality of life. Enzymatic pathways generating unpleasant odours are well detailed, and among them, the C–S lyase is one of the enzymes involved in the conversion of non-volatile precursors into thiol-type malodorous volatile molecules such as 3M3SH. This study aimed to investigate the variation of axillary odour intensity correlated with Staphylococcus (S.) hominis C–S lyase activity within a group of volunteers after a physical activity.

Methods

First, a group of 24 volunteers from the same ethnicity with standardized hygienic and alimentary practices participated in a supervised indoor cycling activity. Following this session, worn T-shirts were recovered to enable the olfactory evaluation of axillary odours by qualified experts. To go further, the microbiota from the axillary zone of each volunteer was sampled and the bacterial relative abundance was investigated by using 16S rRNA metasequencing. Then, S. hominis isolates were obtained by culturomics from these microbiota samples and the C–S lyase activity was measured by spectrofluorometry in protein crude extracts.

Results

The evaluation of the odour intensity revealed that within the panel, two groups were significantly distinct. A non-odorous group and a malodorous one with volunteers having unpleasant odours. The 16S rRNA metasequencing reveals differences in bacterial communities between the two groups with a significant increase in the relative abundance of S. hominis in the malodorous group compared with the non-odorous one. The C–S lyase activities measured on S. hominis sampled on volunteers from the two groups demonstrate that for an equivalent quantity of protein, this enzymatic activity is significantly higher for the samples originating from the malodorous group.

Conclusion

Hence, this study demonstrates that beyond the increase of S. hominis relative abundance, the C–S lyase enzymatic activity of this bacteria is also higher in volunteers with unpleasant axillary odours.

目的:皮肤散发出过多的难闻气味会诱发狐臭,严重影响人的生活质量。产生难闻气味的酶学途径非常详细,其中 C-S 裂解酶是参与将非挥发性前体转化为硫醇型恶臭挥发性分子(如 3M3SH)的酶之一。本研究旨在调查一组志愿者在运动后腋窝气味强度的变化与葡萄球菌(S. hominis)C-S裂解酶活性的相关性:方法:首先,24 名来自同一种族的志愿者参加了有监督的室内自行车活动,他们的卫生和饮食习惯均符合标准。活动结束后,回收穿在身上的 T 恤衫,以便由合格的专家对腋窝气味进行嗅觉评估。此外,还对每位志愿者腋窝部位的微生物群进行了采样,并使用 16S rRNA metasequencing 对细菌的相对丰度进行了研究。然后,通过培养组学从这些微生物群样本中分离出 S. hominis,并通过光谱荧光测定法测量蛋白质粗提取物中的 C-S 裂解酶活性:结果:对气味强度的评估显示,在该小组中,有两组明显不同。无异味组和有异味组,其中无异味组的志愿者具有难闻的气味。16S rRNA metasequencing 显示,两组之间的细菌群落存在差异,与非臭味组相比,恶臭组中的 S. hominis 的相对丰度明显增加。从两组志愿者身上采集的人嗜血杆菌样本中测得的 C-S 裂解酶活性表明,在蛋白质数量相同的情况下,恶臭组样本的酶活性明显更高:因此,这项研究表明,在腋下有异味的志愿者中,除了人乳头瘤病毒的相对数量增加外,这种细菌的 C-S 裂解酶活性也更高。
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引用次数: 0
期刊
International Journal of Cosmetic Science
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