Online comment-based prediction of cosmetic ingredient's sensory irritation using gradient boosting algorithm.

Sensory skin irritation refers to the myriad of symptomatic complaints (e.g., sting and burn) frequently associated with inflammatory skin conditions or skin intolerance to various chemicals or finished products. Sensory irritation is an important factor in consumer acceptance of the products that they buy and use; however, from a safety testing and risk assessment standpoint, it has been difficult to evaluate. Recently, methods have been developed to more quantitatively assess sensory irritation using a semantically-labeled scale of sensation intensity, the labeled magnitude (LM) scale. Using this device, studies were conducted to determine if test subjects' perceptions of recalled or imagined sensory responses (from a series of survey questions) were related to their actual sensory reactivity to chemical challenge. Subjects were presented with 15 skin sensation scenarios of varying intensities and asked to record their self-perceived recalled or imagined responses using the LM scale. Individual and mean responses to each of the 15 survey questions were compared within and across studies. Considerable variation was seen between subjects' responses to the questions, particularly for questions pertaining to stronger stimuli (e.g., scalding water or skin lacerations). There was also little consistency seen in the pattern of individual responses across the questions. However, among 4 different study populations, the group mean scores for each of the 15 survey questions showed a high degree of consistency. Also, in spite of the variability in perceived responses to the recalled/imagined skin sensations, statistically significant dose-response and time-response patterns were observed in chemical (lactic acid and capsaicin) challenge studies. In one capsaicin study, a direct relationship was observed, among 83% of the study subjects, between the mean recall intensity scores and actual responses to subsequent capsaicin challenge. This pattern was not seen in a lactic acid challenge study. However, a similar relationship was seen in this study if only recall stimuli related to sting-type responses were included in the analysis. Hence, use of recall/imagined skin sensation perception data for prediction of actual reactivity to chemical probes may have screening utility depending on the survey questions used. On the whole, the LM scale is of practical use for quantifying subjective sensory irritation responses. Combined with evolving noninvasive instrumental and bioassay procedures for identifying biophysical or inflammatory markers of sensory irritation, better methods are on the horizon for improving our sensory skin irritation testing and risk assessment capabilities.

This study determined the origin of pituitary lesions found in male ND4 Swiss Webster mice following a single head-only exposure to inhaled test materials using ASTM E981-84, standard test method for estimating sensory irritancy of airborne chemicals. Necropsy and histopathology data were evaluated due to the occurrence of unexpected pituitary lesions in sham control and exposure groups. Groups of four mice were restrained in body plethysmographs and exposed for 30 min to increasing dust concentrations of one of three test chemicals to assess the ability to cause sensory irritation. Sham control and test material-exposed mice were sacrificed after a single exposure and subjected to a complete necropsy and microscopic evaluation of the pituitary gland. Control mice remained in the animal room and were not restrained in the plethysmograph. Gross observation at necropsy showed pituitary lesions in one of seven unrestrained control mice (revised to zero of seven after microscopic examination). Seven of seven sham control mice had pituitary lesions, suggesting that the lesions were not related to test material exposure. Each test material-exposed group also had pituitary lesions with high incidence (52/60 for all groups combined), which was not exposure concentration-dependent. Microscopic evaluation of the pituitary glands revealed that darkening of the gland was due to hemorrhage and confirmed that the lesions developed with 100% incidence (19/19) in plethysmograph-housed animals. The rubber neck seal used to restrict animal movement in the plethysmograph appears to have caused an increase in pressure in the blood vessels in the pituitary gland; vessels then ruptured and hemorrhaged. This finding should not adversely affect sensory irritation responses evaluated with this method.

Context: Skin sensitivity may be best defined as self-reported intolerance to application of skincare products. It is commonly believed that individuals with darker skin are generally less sensitive, while those lighter skin are more sensitive. However, there is little objective data correlating sensitivity with skin type or with objective measures of sensitivity. Objective: This study assessed Fitzpatrick skin type and self-reported perception of skin sensitivity. Design: A single-blinded, lactic acid sting test was performed on the medial cheeks, where patients were randomized to receive room temperature 10% lactic acid on the left or right cheek with water applied to the contralateral cheek as a control. Outcome Measures: Stinging was assessed 1 minute after application of test solution to one cheek using a visual analogue scale (VAS). Results: There was a statistically significant difference in self-reported skin sensitivity in patients with Fitzpatrick skin types 1-3 vs 4-6 (73.6% vs 46.5%; P= 0.006). Patients who had higher perceived sensitivity were more likely to have objectively measured sensitivity as well, across all skin types (P<0.01). When stratified by skin type, a numerically higher percentage of subjects with Fitzpatrick skin types 1-3 experienced objective sensitivity compared to subjects with skin types 4-6 (45.6% vs 27.9; P=0.058). Conclusions: Patients with self-perceived skin sensitivity were more likely to develop objective stinging compared to those who did not report sensitivity. Skin sensitivity can occur across all skin types, and patients should be asked about self-perceptions of sensitivity as it is likely an indicator of true sensitivity. J Drugs Dermatol. 2020;19(7): doi:10.36849/JDD.2020.5880.

Understanding cosmetic product regulation could help reduce disparities

Irritant contact dermatitis occurs following topical exposure to many chemicals found in cosmetics, personal care products, drugs, and during occupational exposure. Signs and symptoms may include sensory irritation (sting, burn, and/or itch), erythema, edema, and vesiculation. In an attempt to discover new classes of anti-irritant compounds without anesthetic properties, I observed that topical application of strontium salts to intact skin produced potent suppression of sting, burn, and itch caused by many irritant chemicals. Chemically and biologically unrelated irritants were applied with or without strontium salts to the skin of healthy women with self-reported sensitive skin in double-blind, vehicle-controlled, random-treatment assignment trials and sensory irritation was assessed. Strontium application as a pretreatment or mixed with the irritant substantially suppressed sensory irritation without local anesthetic side-effects. Strontium salts represent a new class of selective inhibitors of sensory irritation and irritant dermatitis.

In order to reduce the doctor's subjective misjudgments, it is necessary to explore an effective predictive model to predict heparin dose during continuous renal replacement therapy surgery. In this paper, we use a combination of random forest and genetic algorithm to extract features and use EasyEnsemble algorithm to deal with unbalanced data. When training the model, this paper takes the ln transformation of the targeted variables, and then uses the Gradient Boosting Regression model and the Decision Tree Regression model to train. By comparing their mean absolute error, mean square error and square of R, finally, this paper chooses the Gradient Boosting Regression model as the final predictive model. The purpose of this study is to assist doctors in making more accurate judgments by this predictive model.

Background: Indonesia's cosmetics industry is growing rapidly, driven by increasing consumer interest in beauty and skincare product. Derma-cosmetics, which treats skin problem, needs good-quality cosmetic active ingredients. In a competitive market, recurring purchases are influenced by relationship quality and brand equityPurpose: This study seeks to examine the impact of brand equity and the factors influencing relationship quality on consumer intentions to repurchase PT XYZ's cosmetic active ingredient. Furthermore, it investigates the role of relationship quality as a mediating variable between brand equity and repurchase intention.Design/methodology/approach: PT XYZ cosmetic active ingredient customers in Indonesia were evaluated in May 2024 through of 80 local industry clients via Google Forms. SEM and Partial Least Square were used to analyze in the structural model (inner model) and measurement model (outer model).Finding/result: The findings show that in PT XYZ, brand equity influences relationship quality, including satisfaction, trust, and commitment, and affects repurchase decisions. Relationship quality mediates the link between brand equity and repurchase intention.Conclusion: Enhancing brand equity and relationship quality boosts repeat purchase intentions for cosmetic active ingredients. Trust, satisfaction, and commitment among manufacturers, distributors, and customers are crucial, with relationship quality mediating brand equity’s impact on repeat purchases.Originality/value (State of the Art): This study explores brand equity and relationship quality in a B2B context, focusing on cosmetic active ingredients rather than finished products. It examines these factors impact on repeated purchase decision through distributor, providing role insight the cosmetic ingredient supply chain. Keywords: cosmetic active ingredients, B2B, brand equity, relationship quality, repeated purchase intention

Inhaled gases can cause respiratory depression by irritating (stimulating) nerves in the nasal cavity. Respiratory depression, in turn, decreases the rate of delivery of those gases to the stimulated nerves, potentially leading to a complex feedback response. In order to better understand how the nervous system responds to such chemicals, a mathematical model is created to describe how the presence of irritants affects respiration in the rat. The ordinary differential equation model describes the dosimetry of these reactive gases in the respiratory tract, with particular focus on the physiology of the upper respiratory tract, and on the neurological control of respiration rate due to signaling from the irritant-responsive nerves in the nasal cavity. The ventilation equation is altered to account for an apparent change in dynamics between the initial ventilation decrease and the recovery to steady state as seen in formaldehyde exposure data. Further, the model is evaluated and improved through optimization of particular parameters to describe formaldehyde-induced respiratory response data and through sensitivity analysis. The model predicts the formaldehyde data well, and hence the model is thought to be a reasonable description of the physiological system of sensory irritation. The model is also expected to translate well to other irritants.

Background: Fordyce granules, sometimes referred to as Fordyce dots, are aberrant sebaceous glands that present as diminutive, non-painful, elevated lesions exhibiting a yellowish or whitish hue, measuring 1 to 3 mm in diameter, and manifesting inside the oral cavity. Likewise, these particles may also be seen in the vaginal region and inside the oral cavity. Aim: The primary objective of the current study is to evaluate the potential association between Fordyce granules and the skin type of individuals who seek dental care at the Dental Clinics of Qassim University. Materials and Methods: The current cross-sectional research was undertaken at the Dental Clinics of Qassim University, with a sample of 87 patients diagnosed with Fordyce’s granules. The research consisted of a heterogeneous sample of participants, including individuals of all genders, ranging in age from 18 to 85 years. The study included a comprehensive evaluation of several anatomical regions to identify the existence of Fordyce’s granules. This examination was conducted by a single examiner who had undergone calibration. Additionally, the participants’ skin types were established using the Baumann Skin Typing System questionnaire. The data that was gathered was afterward analyzed utilizing statistical methods via the use of SPSS software. A pre-set significance level was established at P &lt; 0.05. Results: The distribution of skin types among the study participants with Fordyce’s granules were found to be oily skin (51.3%), dry skin (47.9%), sensitive skin (49.3%), and resistant skin (56.3%). The results of the research showed that there was no statistically significant correlation between the two variables, i.e. skin type and the presence of Fordyce’s granules. This conclusion is supported by the increased P values of 0.941 for those with oily skin and 0.785 for individuals with dry skin. Conclusion: No relation between skin type and Fordyce’s granules in the current study.

Characterizing and interpreting the influence of internal variables on sensory activity

Background. The detrimental effects of excess personal solar ultraviolet (UV) radiation exposure include sunburn, immunosuppression and skin cancer. In South Africa, individuals with minimum natural protection from melanin, including fair-skinned individuals and African albinos, and people spending extended unprotected periods outdoors are at risk of sunburn, a risk factor for skin cancer. Sunburn becomes increasingly likely during the high solar UV radiation hours around midday, and previous studies have shown that children are exposed to potentially high, sunburn-causing solar UV radiation levels while at school. Method. To estimate national potential child sunburn risk patterns, monitored ambient solar UV radiation levels at six sites in South Africa were converted into possible schoolchild solar UV radiation exposures by calculating the theoretical child exposure to 5% of the total daily ambient solar UV radiation as derived from personal child exposure studies. Results. Schoolgoing children with skin types I, II and III were identified as being at greatest risk of sunburn. There were 44 and 99 days in a year when schoolchildren with skin type III (moderately sensitive) living in Durban and De Aar, respectively, would be likely to experience sunburn. Schoolchildren with skin type I (extremely sensitive) were at risk of experiencing sunburn on 166 days in De Aar, and those with skin types I and II were at risk on at least 1 day per year at all six locations. Conclusion. Seasonal patterns show that schoolchildren with sensitive skin types may experience sunburn in spring, summer and autumn months. Differences in child sunburn risk were evident, mainly due to latitude and atmospheric aerosols. Additional factors affecting sunburn risk include schoolchildren’s use of sun protection, sun-exposed activity, and timing and duration of exposure. Understanding risk patterns and obtaining locally relevant information will assist South African skin cancer prevention and sun protection awareness

Ginseng and ginseng byproducts for skincare and skin health

Safety-in-use (SIU) studies are commonly used by the cosmetic Industry to confirm the skin and ocular compatibility of cosmetic products under realistic in-use conditions. There are only limited case studies published about the design, outcome and interpretation of product SIU studies. A series of SIU case studies is presented to demonstrate the considerations in study design and how the methodology can help in supporting skin and ocular safety profile of facial cosmetic products within a population of different ethnicities with normal and self-perceived sensitive skin. In a series of four single-blinded SIU studies, more than 250 female study subjects of different ethnicities and with normal and self-assessed sensitive skin were asked to use different facial cosmetic products including lotions, essences and cleansers according to the instructed usage conditions of these products. Each study was specifically designed according to product usage scenarios and target consumer groups. The primary measures of safety were based on dermal evaluations by a dermatologist for erythema and dryness/scaling and by an ophthalmologist for any visible signs of an ocular condition on eyelids, conjunctivae and cornea. The study subjects were also asked for any self-perceived skin or eye reactions. Dermal and ocular irritation potential of the products under realistic product usage conditions was evaluated according to the measures. Across all studies, objectively and self-assessed mean scores for skin and eye effects did not indicate any cumulative response of the investigated products over the study period. As a suitable tool for assessing and establishing the skin and eye compatibility of facial cosmetic products, SIU studies can be designed according to specific consumer groups, skin types and product usage scenarios to better predict realistic in-use conditions. It can demonstrate the safe use of the investigated products for people of different ethnicities, skin types and with normal or self-assessed sensitive skin, single product use or regimen use. The test results are consistent with the inherently low irritation potential of the products.

In this study, we assessed the efficacy and safety of four skin care products indicated for skin hydration (Aqua Therapy® and Perfecta® ), skin aging (Unica Resurfacing Therapy® ) and sensitive skin (Comfort Therapy® ), in four groups of 7 volunteers with different skin types. These products belong to four skin care ranges (Aqua® , Perfecta® , Unica® and Comfort® ) and are formulated with a specific combination of active compounds (Dermo28® ). Evaluation of sebum secretion, hydration and pH of the skin (all groups), wrinkle severity (Unica Resurfacing Therapy® ) and erythema (Comfort Therapy® ) was performed at baseline and after 4 weeks of treatment. A significant increase in hydration was recorded in subjects with dry skin receiving Aqua Therapy® for facial hydration and Perfecta® for body hydration, respectively (p ® group. In subjects with sensitive skin (Comfort Therapy® ), a decrease in erythema (p = 0.012), an increase in sebum secretion (p = 0.001) and hydration (p < 0.001), and a reduction in pH (p = 0.005) were detected at the end of treatment. Only one patient reported a minor adverse event. This specific combination of active ingredients was clinically effective and safe, and contributed to skin surface hydrolipidic film regeneration, improvement of wrinkle depth and reduction of redness.

Snail slime-based gold nanoparticles: An interesting potential ingredient in cosmetics as an antioxidant, sunscreen, and tyrosinase inhibitor