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1.
Laryngoscope ; 2024 Aug 23.
Article in English | MEDLINE | ID: mdl-39177065

ABSTRACT

OBJECTIVES: To evaluate epidemiological trends of pediatric esophageal foreign body (EFB) ingestion over two decades. METHODS: A retrospective analysis was performed using data from the National Electronic Injury Surveillance System (NEISS) database for children <18 years who presented to a United States Emergency Department (ED) with EFB between 2003 and 2022. Number of cases and type of EFB were recorded. Rates of EFBs over time were analyzed via linear regression. RESULTS: A total of 52,315 EFB cases were identified over the 20-year period, with a national estimate of 1,589,325 cases. The most frequently ingested objects were coins (37.6%), toys (13.5%), and batteries (6.8%). Overall incidence of EFB ingestion increased from 7.3 to 14.2/10,000 children from 2003 to 2022 (R2 = 0.8, p < 0.0001). Incidence of coin ingestion increased from 3 to 4.5/10,000 children (R2 = 0.06, p = 0.335) but represented a smaller proportion of all EFB over time (66% in 2003 versus 43% in 2022). Incidence of magnet, battery, and toy ingestion have increased from 0.3 to 1.0/10,000 (R2 = 0.9, p < 0.0001), 0.3 to 1/10,000 (R2 = 0.7, p < 0.0001), and 0.6 to 2.3/10,000 (R2 = 0.8, p < 0.0001) children, respectively, between 2003 and 2022. The proportion of magnet, battery, and toy ingestion have increased over time (3.2%, 6.5%, and 11.8%, respectively, in 2003 to 11.4%, 11.7%, and 22.2%, respectively, in 2022). CONCLUSION: Magnet, battery, and toy ingestion have increased significantly in the past two decades, while the proportion of coin ingestion has decreased. This trend may reflect shifts within the consumer market and increased availability of electronics concurrent with the adoption of digital currency. LEVEL OF EVIDENCE: 4 Laryngoscope, 2024.

2.
Sci Total Environ ; 949: 175087, 2024 Nov 01.
Article in English | MEDLINE | ID: mdl-39074750

ABSTRACT

Anthropogenic activities and urbanization can lead to the discharge of organic compounds into surface waters. It is important to investigate these relationships further to mitigate contamination better and prioritize protection efforts. This study aimed to verify the effect of specific anthropogenic factors on lake water contamination caused by trace organic contaminants (TrOCs) such as pharmaceuticals, pesticides and consumer product additives. Data on the detection and concentration levels of 54 TrOCs, major anthropogenic land use, and human activities from a large-scale study on Canadian lakes were used to reach this goal. The association of population and livestock densities, the presence of wastewater treatment plants (WWTPs) and hospitals as well as the agricultural and urban land use in the lakes' watersheds on lake water contamination was investigated by applying negative binomial and ordinal logistic regression models. These models were also controlled for lake/watershed area ratio, lake depth, water, residence time, watershed slope, precipitation, and sampling date. The statistical analysis confirmed that agricultural land use, urban land use, and WWTPs plants in lake watersheds are significantly associated with the number of TrOCs detected (incidence rate ratio > 1, p < 0.001) and the summed concentration of targeted TrOCs (odds ratio > 1, p < 0.001). Agricultural land use (odds ratio = 1.58, p < 0.001) and urban land use (odds ratio = 1.19, p < 0.02) were also significantly associated with the summed concentration of the targeted pesticides. This latter outcome thus suggests that urban centers are also important contributors to the concentration levels of pesticides in lakes. Overall, these results demonstrate that even in complex ecosystems such as lakes, it is possible to use a limited number of factors to explain anthropogenic contamination. This can help policymakers make informed decisions on contamination mitigation and provide insights into watershed management.

3.
Ecotoxicol Environ Saf ; 274: 116213, 2024 Apr 01.
Article in English | MEDLINE | ID: mdl-38493702

ABSTRACT

Antibacterial films have gained attention since the outbreak of the COVID-19 pandemic; however, the impact of metals contained in antibacterial films on human safety have not been sufficiently investigated. This study reports on the important features that must be considered when assessing the bioaccessibility of Ag, Cu, and Zn in antibacterial films. Specifically, the effects of the artificial sweat component (i.e., amino acid and pH), surface weathering of antibacterial films, wipe sampling, and sebum were carefully examined. Our findings suggest that amino acids greatly affect bioaccessibility as amino acids act as ligands to facilitate metal ion leaching. In addition, constant exposure to ultraviolet C causes the film surface to oxidize, which significantly increases metal bioaccessibility due to the electrostatic repulsion between metal oxides and organic substrates. The presence of sebum in artificial sweat and physical damage to the film surface had no significant effects. Furthermore, the wipe sampling used to mimic the realistic dermal contact suggests the feasibility of applying this method for the assessment of bioaccessibility of metals in antibacterial films. The method offers significant advantages for evaluating the human safety aspects of skin contact with consumer products in future research.


Subject(s)
Metals, Heavy , Pandemics , Humans , Metals/analysis , Skin/metabolism , Anti-Bacterial Agents/pharmacology , Anti-Bacterial Agents/metabolism , Amino Acids/metabolism , Metals, Heavy/analysis , Environmental Monitoring/methods
4.
Environ Int ; 180: 108191, 2023 10.
Article in English | MEDLINE | ID: mdl-37716339

ABSTRACT

Dermal exposure to chemicals released from daily consumer products is a rising concern, particularly for children who are susceptible to unintentional hand-to-mouth transfer and related chemical exposure risk. However, chemical transfer induced by tiny particles of intact products has yet to be adequately addressed. The objective of the present study was to determine the potentiality of particles release from intact erasers and pen grips upon dermal contact by measuring the migration rates of the embedded plasticizers (phthalates and its alternatives). The results showed that billions of particles were released from erasers (0.6-1.2 × 109) and pen grips (0.2-1.6 × 108) upon dermal contact at ambient temperature, with sizes mainly smaller than 1 µm. The composition of eraser leachates was identical to that of the corresponding bulk eraser, as confirmed by Fourier-transform infrared spectroscopy and pyrolysis. Migrated hydrophobic plasticizers may be used as indicators of particle release from erasers and pen grips. The potentiality of particle release was negatively correlated with the total plasticizer contents (r = -0.51; p < 0.05) for both erasers and pen grips. These findings indicated that particles directly released from school supplies and accessories could be a non-negligible source of human exposure to plasticizers.


Subject(s)
Phthalic Acids , Plasticizers , Child , Humans , Plasticizers/analysis , Environmental Exposure/analysis
5.
Environ Sci Pollut Res Int ; 30(43): 97353-97362, 2023 Sep.
Article in English | MEDLINE | ID: mdl-37589852

ABSTRACT

Recently, in Italy, consumers are choosing hen eggs from farming systems with higher ethical value, due to their perception of a related higher quality and safety. The purposes of this study were to evaluate the existence of differences in elemental content in Italian eggs from organic, barn, and caged hen farming methods and to determine the related potential consumer exposure risk to inorganic contaminants due to the consumption of eggs. One hundred seventy-six egg samples were collected and analyzed using Q-ICP-MS to investigate the content of 14 elements (Pb, As, Hg, Cd, Tl, Fe, Zn, Mn, Cu, Se, Co, Ni, V, and Cr) and 13 rare earth elements (La, Ce, Pr, Nd, Sm, Eu, Gd, Tb, Dy, Ho, Er, Tm, and Yb). The scenarios of exposure to rare earth and other elements from eggs were estimated for three age groups of consumers. The daily intake values were always lower than the respective safety reference values. In conclusion, Italian hen eggs contain low levels of rare earth and other elements, and therefore, their consumption does not represent a risk of exposure. Finally, no significant differences in contaminants between conventional and organic farming methods were found.


Subject(s)
Chickens , Metals, Rare Earth , Animals , Female , Agriculture , Farms , Italy , Risk Assessment
6.
Int J Inj Contr Saf Promot ; 30(4): 582-592, 2023 Dec.
Article in English | MEDLINE | ID: mdl-37489820

ABSTRACT

Understanding of how injuries occur plays an effective role in accident learning and prevention. Existing frameworks focus on crucial information but ignore their causal relationships, which can lead to an incomplete understanding of the injury process. In this study, the descriptive framework of injury data (DFID) is expanded and combined with accident causation models used to elaborate on the causality of each injury factor. Subsequently, the injury process description ontology (IPD-Onto) based on DFID (extension) is established through a seven-step method developed by Stanford University. The IPD-Onto divides injury cases into five unified classes and constructs the injury process through the object properties. The ontology-based description of the injury process (with causal relationships) provides additional description and interpretation capabilities that are understandable by human experts or computers. The results of the Protégé DL query show that the ontology-based method enables the machine to interpret the injury process.


Subject(s)
Accidents , Causality , Humans , East Asian People
7.
Appl Ergon ; 113: 104075, 2023 Nov.
Article in English | MEDLINE | ID: mdl-37392557

ABSTRACT

With the increasing professionalisation of men's netball and the high prevalence of foot-related problems and pain, manufacturers must develop shoes with the correct ergonomic design to meet the unique needs of male netball players. This study aimed to determine what factors men consider when selecting a netball-specific shoe and what design features they want in an ideal netball-specific shoe. 279 amateur, sub-elite and elite male netball players completed a 38-question online survey about their footwear habits and preferences. Support was the most influential factor when men selected a netball-specific shoe. A wider toe-box, more durable upper and outsole, and added cushioning and support in the midsole and insole were preferred fit, form and function features for an ideal netball-specific shoe. We recommend that manufacturers develop a range of netball-specific shoes based on the foot dimensions, playing demands and preferences of male netball players to meet men's fit and functionality requirements.


Subject(s)
Basketball , Humans , Male , Shoes , Foot , Athletes
8.
Environ Sci Technol ; 57(19): 7454-7465, 2023 05 16.
Article in English | MEDLINE | ID: mdl-37129244

ABSTRACT

Consumer products are important sources of exposure to harmful chemicals. Product composition is often a mystery to users, however, due to gaps in the laws governing ingredient disclosure. A unique data set that the California Air Resources Board (CARB) uses to determine how volatile organic chemicals (VOCs) from consumer products affect smog formation holds a partial solution. By analyzing CARB data on VOCs in consumer products, we identified and quantified emissions of volatile chemicals regulated under the California Safe Drinking Water and Toxic Enforcement Act ("Prop 65"). We here highlight individual chemicals as well as consumer product categories that people are likely to be exposed to as individual consumers, in the workplace, and at the population level. Of the 33 Prop 65-listed chemicals that appear in the CARB emissions inventory, we classified 18 as "top tier priorities for elimination". Among these, methylene chloride and N-methyl-2-pyrrolidone were most prevalent in products across all three population groups. Of 172 consumer product categories, 105 contained Prop 65-listed chemicals. Although these chemicals are known carcinogens and reproductive/developmental toxicants, they remain in widespread use. Manufacturers and regulators should prioritize product categories containing Prop 65-listed chemicals for reformulation or redesign to reduce human exposures and associated health risks.


Subject(s)
Environmental Exposure , Volatile Organic Compounds , Humans , Carcinogens , Hazardous Substances , Reproduction
9.
Injury ; 54(5): 1396-1399, 2023 May.
Article in English | MEDLINE | ID: mdl-36803922

ABSTRACT

INTRODUCTION: The growing popularity of virtual reality devices and increasingly widespread distribution of VR products into the home exposes users to risk of bodily harm. Safety features are integrated into the devices themselves, but the burden of cautious use rests upon the end user. The purpose of this study is to quantify and describe the array of injuries and demographics effected by the burgeoning VR industry to inform and encourage mitigation strategies. MATERIALS AND METHODS: The National Electronic Injury Surveillance System (NEISS) data was used to examine a nationwide sample of emergency department records from 2013 - 2021. Inverse probability sample weights for cases were applied to arrive at national estimates. NEISS data included consumer product injuries, patient age, sex, race and ethnicity, drug and alcohol involvement, diagnoses, injury descriptions, and emergency department disposition. RESULTS: The first VR-related injury was reported in the NEISS data in 2017, and injuries were estimated to number 125. Incidents of VR-related injuries amplified as increased VR units sold, and by 2021, there was a 352% increase in VR injuries totaling a weighted estimate of 1,336 ED visits. The most common VR-related injury diagnosis is fracture (30.3%), followed by laceration (18.6%), contusion (13.9%), other (11.8%), and strain / sprain (10.0%). VR-related injuries involve the hand (12.1%), face (11.5%), finger (10.6%), and knee (9.0%), head (7.0%) and upper trunk (7.0%). Patients age 0-5 most commonly experienced injuries to the face (62.3%). Injuries in patients 6-18 were mostly to the hand (22.3%) and face (12.8%). Patients 19-54 experienced primarily injuries to the knee (15.3%), finger (13.5%), and wrist (13.3%). Patients aged 55 and older disproportionately experienced injuries in the upper trunk (49.1%) and upper arm (25.2%). CONCLUSIONS: This is the first study to describe the incidence, demographics and characteristics of injuries from VR device use. Sales of home VR units continue to increase annually and the rapid increase in VR consumer injuries is being managed by emergency departments across the country. An understanding of these injuries will inform VR manufacturers, application developers, and users to promote safe product development and operation.


Subject(s)
Contusions , Lacerations , Humans , United States/epidemiology , Emergency Service, Hospital , Upper Extremity , Lower Extremity
11.
Environ Sci Pollut Res Int ; 30(6): 14533-14544, 2023 Feb.
Article in English | MEDLINE | ID: mdl-36152103

ABSTRACT

Sleep problems are common in modern society and may be related to environmental chemicals. The objective of this study is to investigate the association between exposure to personal care and consumer product chemicals (PCCPCs) and sleep-related disorders. Nationally representative data from the National Health and Nutrition Examination Survey (NHANES) were used in this study (N=2415). Sleep-related variables, including sleep duration, snoring, and self-reported sleep problems, were included as outcome variables to assess sleep quality. Urinary PCCPC concentrations were used to assess the association of PCCPCs with sleep problems and adjusted for variables similar to those used in related studies. PCCPC levels were analysed as quartiles. Multivariate logistic regression and weighted quantile sum (WQS) regression were used to analyse the association of urinary PCCPCs with sleep problems. Nine of the 12 kinds of PCCPCs with a detection rate greater than 50% were included in our study. Specifically, the concentrations of bisphenol A (BPA), bisphenol F (BPF), methyl paraben (MP) and triclosan (TCS) were significantly related to insufficient sleep. Based on the WQS model, combined exposure to PCCPCs was also significantly related to insufficient sleep; TCS, BPA, and MP were the compounds with the greatest impact regarding combined exposure. A variety of PCCPCs were associated with insufficient sleep in participants but were not significantly associated with the other sleep problems reported in the NHANES. As poor quality sleep is associated with multiple adverse health outcomes, our study provides insight into the health risks of PCCPC exposure.


Subject(s)
Sleep Deprivation , Triclosan , Humans , Nutrition Surveys , Benzhydryl Compounds/analysis , Triclosan/analysis , Environmental Exposure/analysis
12.
Ophthalmic Epidemiol ; 30(4): 424-433, 2023 08.
Article in English | MEDLINE | ID: mdl-36184869

ABSTRACT

PURPOSE: This study investigates characteristics and trends of children <18 years old treated in United States emergency departments (EDs) for consumer product-related eye injuries. METHODS: Data from the National Electronic Injury Surveillance System for January 1, 1997 through December 31, 2019 were analyzed. RESULTS: During the 23-year study period, an estimated 1,453,283 children were treated for consumer product-related eye injuries, averaging 63,186 children annually. Overall, the eye injury rate per 100,000 children <18 years old increased initially from 82.64 in 1997 to 104.53 in 2001 (p = .0492) and then decreased by 32.1% to 70.95 in 2019 (p < .0001). Almost two-thirds (64.5%) were boys and 32.1% were <5 years old. Overall, 2.6% of patients were admitted, but injuries involving non-powder firearms and golf had the highest admission rates (18.8% and 14.7%, respectively). Compared with other product categories, children were more frequently admitted if they had an eye injury associated with non-powder firearms (18.8% admitted; OR: 10.92, 95% CI: 8.67-13.76) or golf (14.7% admitted; OR: 6.59, 95% CI: 3.51-12.34). Contact with a non-chemical product was the leading mechanism of eye injury in all age groups, except children <5 years old, in which the leading mechanism was contact with a chemical product (34.2%). Corneal abrasion (36.5% overall) was the most frequent diagnosis across all age groups. CONCLUSIONS: Although the rate of consumer product-related pediatric eye injuries treated in US EDs has decreased since 2001, these injuries remain common among children. Therefore, increased prevention efforts are needed.


Subject(s)
Emergency Service, Hospital , Eye Injuries , Male , Child , Humans , United States/epidemiology , Child, Preschool , Adolescent , Female , Eye Injuries/epidemiology , Eye Injuries/prevention & control , Hospitalization , Retrospective Studies
13.
Toxics ; 12(1)2023 Dec 20.
Article in English | MEDLINE | ID: mdl-38276720

ABSTRACT

Poly(vinyl chloride) (PVC) is widely used to produce various consumer goods, including food packaging, toys for children, building materials, and cosmetic products. However, despite their widespread use, phthalate plasticizers have been identified as endocrine disruptors, which cause adverse health effects, thus leading to increasing concerns regarding their migration from PVC products to the environment. This study proposed a method for rapidly measuring the migration of phthalates, particularly di(2-ethylhexyl) phthalate (DEHP), from PVC products to commonly encountered liquids. The release of DEHP under various conditions, including exposure to aqueous and organic solvents, different temperatures, and household microwaves, was investigated. The amount of DEHP released from both laboratory-produced PVC films and commercially available PVC products was measured to elucidate the potential risks associated with its real-world applications. Furthermore, tests were performed to evaluate cytotoxicity using estrogen-dependent and -independent cancer cell lines. The results revealed a dose-dependent impact on estrogen-dependent cells, thus emphasizing the potential health implications of phthalate release. This comprehensive study provides valuable insights into the migration patterns of DEHP from PVC products and forms a basis for further research on the safety of PVC and plasticizers.

14.
Front Pharmacol ; 14: 1273540, 2023.
Article in English | MEDLINE | ID: mdl-38192407

ABSTRACT

Introduction: The unmet need for highly effective, naturally derived products with minimal side effects results in the over-popularity of ever-newer medicinal plants. In the middle of 2010, products containing cannabidiol (CBD), one of the special metabolites of Cannabis sativa, started to gain popularity. For consumers and healthcare providers alike, the legal context surrounding the marketing of CBD products is not entirely clear, and the safety of using some products is in doubt. Companies in the online medicinal product market profit from the confusion around CBD oils. Methods: In our study, we employed a complex method known as risk-based safety mapping of the online pharmaceutical market, which included health claim content analysis of online stores, test purchases, and labeling and quantitative analysis of the CBD content. Results: There were discovered 16 online retailers selling an average of 2-7 goods and CBD oils with a concentration of 3%-5% (30-50 mg/mL) CBD. The majority (n/N = 10/16, 62.5%) displayed potential health-related benefits indirectly on their website, and in the case of one web shop (n/N = 1/16, 6.3%), we detected COVID-19-related use. Altogether, 30 types of purported "indications" were collected. A total of 12 CBD oil products were test-purchased from online retailers in December 2020. Upon evaluating the packaging and product information, we noticed that three products (n/N = 3/12, 25%) lacked instructions on use, hence increasing the risk of inappropriate application and dosing. The cannabidiol content was quantified using UHPLC. The measured CBD concentrations of the products ranged from 19.58 mg/mL to 54.09 mg/mL (mean 35.51 mg/mL, median 30.63 mg/mL, and SD ± 12.57 mg/mL). One (8.33%) product was underlabeled, five (41.67%) were over-labeled, and only every second product (50%) was appropriately labeled based on the quantitative assessment of CBD concentration. Discussion: Further research and quality control are necessary to establish the regulatory context of the usage and classification of CBD and other cannabinoids in nonmedicinal products (e.g., food supplements), as authorities and policymakers worldwide struggle with the uncertainties surrounding CBD products.

15.
Front Psychol ; 13: 922643, 2022.
Article in English | MEDLINE | ID: mdl-36186338

ABSTRACT

Drawing on the social exchange theory, this study adopted a cross-level framework to investigate the influence of consumer group communication on consumer product image perception and brand memory. In addition, this paper examined the moderating role of consumer group involvement in the cross-level relationship between consumer group communication and consumer product image perception. Based on a sample of 116 groups and 530 consumers, results revealed that consumer group communication has a significant positive influence on brand memory formation across levels. Consumer product image perception plays a cross-layer mediated role between consumer group communication and brand memory. Group involvement plays a cross-level negative moderating role between consumer group communication and consumer product image perception, and moderates the mediating role of consumer product image perception between consumer group communication and consumer brand memory across different levels. Finally this paper discussed implications for research and practice.

16.
Environ Sci Technol ; 56(18): 12999-13007, 2022 09 20.
Article in English | MEDLINE | ID: mdl-36069103

ABSTRACT

Dermal exposure to chemicals derived from object surface contact is an important contributor to increased health risk. However, chemical transfer induced by mechanical friction between dermal and object surface has yet to be adequately addressed. To fill this knowledge gap, rubbing fabrics were used as surrogate skins to stimulate dermal mechanical friction with pad products with phthalates as target analytes. The results showed that the amounts of phthalates transferred increased linearly with contact burden (50-1000 g), contact duration (1-10 min), and sliding speed (3.0-9.0 cm s-1). The surface texture of surrogate skins dictated the accumulation of phthalates. Net/pocket micro-surface structures of rubbing fabrics induced a higher accumulation of phthalates than U-shape structures of fabrics with a similar surface roughness. Covering of the pad surface by a layer of textile was effective in minimizing the transfer of phthalates induced by mechanical motion. The estimated transfer efficiency of bis(2-ethylhexyl) ester (DEHP) derived from rubbing friction (0.005-0.05%) upon the pad surface over 8 h was greater than those for gas-phase emission (0.00002-0.0005% over 24 h) and sweat transfer (0.008-0.012% over 24 h). These results indicated that dermal frictional contact with the surface of pad products was an important exposure pathway.


Subject(s)
Diethylhexyl Phthalate , Phthalic Acids , Environmental Exposure , Esters , Friction
17.
Environ Sci Pollut Res Int ; 29(53): 81076-81086, 2022 Nov.
Article in English | MEDLINE | ID: mdl-35731440

ABSTRACT

Endocrine disruptors have been reported to be associated with hearing ability. However, the association between personal care and consumer product chemicals, known as commonly detected endocrine disruptors, and age-related hearing loss still remains unclear. This study aimed to examine the association between exposure to 7 personal care and consumer product chemicals and hearing thresholds in middle-aged and elderly people. A nationally representative cross-sectional study was performed. Eight hundred forty-five adults aged over 45 from the National Health and Nutrition Examination Survey (NHANES) were included in this study. Bayesian kernel machine regression (BKMR) and the k-medoid cluster analysis were used to evaluate the mixture effect of exposure to 7 chemicals on pure-tone average (PTA). Exposure to these chemicals was negatively associated with PTA. 2,5-Dichlorophenol had the greatest contribution to the mixture effect. The mixture effect was stronger in women, elderly people. Four pooled clusters were identified according to 7 chemicals exposures. Cluster 4 (high TCS exposure) showed a lower HFPTA (P = 0.00258) than cluster 3 (the lowest exposure cluster, as a reference). Our study provides evidence that exposure to personal care and consumer product chemicals might be inversely associated with PTA. More studies are needed to fully understand the association of exposure to these chemicals with hearing threshold.


Subject(s)
Endocrine Disruptors , Adult , Middle Aged , Aged , Humans , Female , Nutrition Surveys , Bayes Theorem , Cross-Sectional Studies , Hearing
18.
Chemosphere ; 303(Pt 1): 134945, 2022 Sep.
Article in English | MEDLINE | ID: mdl-35588879

ABSTRACT

Chemical emissions from two new memory foam mattresses were evaluated in a simulated consumer use environment over the course of 32 days. Passive 12- and 24-h samples (n = 62) were collected for various VOCs. Airborne concentrations of chemicals associated with the mattresses (2-propanol, acetone, chloromethane, toluene, and ΣVOC) peaked during the first day after installation and progressively decayed over the course of the following 31 days. Emission rates were derived using a two-phase, double exponential source decay model paired with a one-compartment generalized indoor air quality model; short- and long-term emission half-lives for individual chemicals were on the order of hours (approximately 4 or 12 h) and days (approximately 24 days), respectively. Model-estimated average ΣVOC concentrations for the 32-day period of the study were approximately 20 and 33 µg/m3 for Mattress 1 and 2, respectively, while the modeled one-year average concentrations were 2.7 and 4.2 µg/m3, respectively. First-year trends for both mattresses were qualitatively similar, with the sum of 2-propanol, acetone, chloromethane, and toluene contributing to approximately 81% and 95% of the first-year ΣVOC concentration of Mattress 1 and 2, respectively. The airborne concentrations of individual chemicals and ΣVOC measured and modeled in this study were well below available health-based benchmarks for individual chemicals and within available indoor air quality recommendations for ΣVOC, suggesting that it is unlikely that the use of the models of mattresses evaluated in this study would pose a health risk to consumers.


Subject(s)
Air Pollutants , Air Pollution, Indoor , Methyl Chloride , Volatile Organic Compounds , 2-Propanol , Acetone , Air Pollutants/analysis , Air Pollution, Indoor/analysis , Beds , Environmental Monitoring , Toluene , Volatile Organic Compounds/analysis
19.
Sci Total Environ ; 834: 154849, 2022 Aug 15.
Article in English | MEDLINE | ID: mdl-35405240

ABSTRACT

Chemical ingredients in consumer products are continually changing. To understand our exposure to chemicals and their consequent risk, we need to know their concentrations in products, or chemical weight fractions. Unfortunately, manufacturers rarely report comprehensive weight fraction data on product labels. The goal of this study was to evaluate the utility of machine learning strategies for predicting weight fractions when chemical constituent data are limited. A "data-poor" framework was developed and tested using a small dataset on consumer products containing engineered nanomaterials to represent emerging substances. A second, more traditional framework was applied to a "data-rich" product dataset comprised of bulk-scale organic chemicals for comparison purposes. Feature variables included chemical properties, functional use categories (e.g., antimicrobial), product categories (e.g., makeup), product matrix categories, and whether weight fractions were manufacturer-reported or experimentally obtained. Classification into three weight fraction bins was done using a random forest or nonlinear support vector classifier. An ablation study revealed that functional use data improved predictive performance when included alongside chemical property data, suggesting the utility of functional use categories in evaluating the safety and sustainability of emerging chemicals. Models could roughly stratify material-product observations into order of magnitude weight fractions with moderate success; the best of these achieved an average balanced accuracy of 73% on the nanomaterials product data. Framework comparisons also revealed a positive trend in sample size versus average balanced accuracy, suggesting great promise for machine learning approaches with continued investment in chemical data collection.


Subject(s)
Environmental Exposure , Organic Chemicals , Consumer Product Safety , Machine Learning
20.
Food Chem Toxicol ; 164: 112999, 2022 Jun.
Article in English | MEDLINE | ID: mdl-35427705

ABSTRACT

Consumer spray products release aerosols that can potentially be inhaled and reach the deep parts of the lungs. A thin layer of liquid, containing a mixture of proteins and lipids known as lung surfactant, coats the alveoli. Inhibition of lung surfactant function can lead to acute loss of lung function. We focused on two groups of spray products; 8 cleaning and 13 impregnation products, and in the context of risk assessment, used an in vitro method for assessing inhibition of lung surfactant function. Original spray-cans were used to generate aerosols to measure aerodynamic particle size distribution. We recreated a real-life exposure scenario to estimate the alveolar deposited dose. Most impregnation products inhibited lung surfactant function at the lowest aerosolization rate, whereas only two cleaning products inhibited function at the highest rates. We used inhibitory dose and estimated alveolar deposition to calculate the margin of safety (MoS). The MoS for the inhibitory products was ≤1 for the impregnation products, while much larger for the cleaning products (>880). This risk assessment focused on the risk of lung surfactant function disruption and provides knowledge on an endpoint of lung toxicity that is not investigated by the currently available OECD test guidelines.


Subject(s)
Inhalation Exposure , Pulmonary Surfactants , Aerosols/toxicity , Excipients , Inhalation Exposure/adverse effects , Inhalation Exposure/analysis , Lung/metabolism , Particle Size , Pulmonary Surfactants/metabolism , Pulmonary Surfactants/toxicity , Risk Assessment , Surface-Active Agents/toxicity
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