Bad air gets under your skin
Open accessAbstract
Air pollution is increasing beyond previous estimates and is viewed as the world's largest environmental health risk factor. Numerous clinical and epidemiological studies have highlighted the adverse effects of environmental pollutants on health. Although there is comparatively less research investigating the cutaneous effects of ambient pollution, there is growing recognition of the adverse effects on skin. In this article, we provide an overview of the nature of environmental pollution and highlight the current evidence detailing the effects on cutaneous health. There is convincing evidence demonstrating that air pollution has a detrimental impact on skin and can exacerbate skin disease. Further epidemiological and experimental studies are required to assess the short‐ and long‐term deleterious effects of ambient pollutant exposure on skin. The future challenge would be to use this evidence to develop specific strategies to protect against pollution‐induced damage and prevent the effects of “bad air getting under our skin.”
AI snapshot
Written from the paper’s full text.
TL;DR
This narrative review/essay summarizes evidence that ambient air pollutants—including phthalates, particulate matter, PAHs, ozone, and nitrogen dioxide—can adversely affect skin integrity and contribute to inflammatory, ageing, and carcinogenic cutaneous outcomes. It argues that although research on outdoor pollution and skin is comparatively limited, the available evidence supports the need for further experimental studies on short- and long-term exposure.
Key findings
- Phthalates can disrupt keratinocyte differentiation and proliferation and impair barrier function; in mouse or pig models, infants and children were high-risk populations, and HSP27 was overexpressed with cutaneous phthalate exposure, suggesting tumorigenesis of squamous cell carcinoma.
- Particulate matter exposure was associated with increased atopic dermatitis symptom severity in children, and a Korean longitudinal study found a direct correlation between outdoor particulate concentration and AD symptoms.
- Vierkötter and colleagues found that exposure to soot, a mixture of carbon particles covered with PAH, was associated with a 20% increase in pigmented spots on the forehead and cheeks; PAH studies in mouse skin produced papillomas, carcinoma in situ, and squamous cell carcinoma, with no tumors in AhR-deficient mice.
- Ozone caused dose-dependent depletion of antioxidants vitamin C and E; increased ozone was linked to more skin complaints including urticaria, eczema, contact dermatitis, and skin infections in China, while nitrogen dioxide exposure was significantly associated with increased cheek lentigines in Caucasian and Asian women and with epidermal barrier disturbance in atopic eczema.
Methods
- Narrative review/essay synthesizing published literature on ambient air pollution and cutaneous health; no primary data collection or systematic review methodology is described.
- Evidence cited includes mouse and pig models, transgenic mice, and human studies such as Caucasian women in urban and rural Germany, a Korean longitudinal atopic dermatitis study, emergency department and general practitioner visit studies in China and France, and studies of lentigines and atopic eczema.
- Main analysis is narrative synthesis of cited findings; no quantitative meta-analysis or pooled effect estimates are reported.
Limitations
- The paper states that there is a paucity of research investigating the effects of ambient pollutants on human skin, that animal skin and localization of acute toxicity can be limiting factors for human translational studies, and that further experimental studies are required to assess short- and long-term ambient pollution exposure on skin.
- Evident from the text: this is a narrative essay/review without a described systematic search strategy, risk-of-bias assessment, or meta-analysis, and its conclusions rely on selected cited studies rather than primary data.
Model-written summary. Check it against the paper before relying on it.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
0 of 46 cited sources checked · 0 supported · 0 flagged
- Premisecitation
Certain countries, in particular China and India, have annual PM concentrations that far exceed the limits set by the WHO.
“This has demonstrated that certain countries, in particular China and India, have annual PM concentrations that far exceed the limits set by the WHO.[2]”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [2] source
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- Premisecitation
Exposure to phthalates can disrupt the differentiation and proliferation of keratinocytes, impairing barrier function.
“Exposure to phthalates can disrupt the differentiation and proliferation of keratinocytes, impairing barrier function.[4]”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [4] source
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- Premisecitation
The plastic industry continues to generate phthalates every year on a considerable scale.
“It is known that phthalates are widespread contaminants in both indoor and outdoor environments, but the plastic industry continues to generate phthalates every year on a considerable scale.[4]”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [4] source
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- Premisecitation
In mice or pig models, infants and children were high-risk populations for xenobiotic toxicity on skin.
“Using mice or pig models, they found that infants and children were high-risk populations for the xenobiotic toxicity on skin.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Pan and colleagues
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- Premisecitation
Phthalate exposure has potential for tumorigenesis.
“A further concern of phthalate exposure is potential for tumorigenesis.”
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- Premisecitation
Ambient PM might exacerbate symptoms of atopic dermatitis in children.
“Their results suggested that ambient PM might exacerbate symptoms of atopic dermatitis in children.[5]”
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- Interpretationcitation
The skin could be a significant route for phthalate intake.
“Although they primarily focused on cosmetics, their results highlighted that the skin could be a significant route for phthalate intake.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Pan and colleagues
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- Premisecitation
In daily life, exposure to phthalates can occur from building material, household furnishing, soil and dust.
“In our daily lives, we can be exposed to this compound from building material, household furnishing, soil and dust.[4]”
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- Premisecitation
One mechanism by which ambient air pollution can induce skin damage includes activation of the AhR.
“One of the mechanisms by which ambient air pollution can induce skin damage includes activation of the AhR.[6]”
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- Premisecitation
Protein biomarkers of epidermal malignancy from phthalate exposure include HSP27 and cytokeratin.
“Protein biomarkers of epidermal malignancy from phthalate exposure include HSP27 and cytokeratin.”
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- Premisecitation
Exposure to ambient PM is associated with increased morbidity and mortality.
“Studies have shown that exposure to ambient PM is associated with increased morbidity and mortality.[3]”
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- Premisecitation
Phthalates often exert their cutaneous response through cosmetics and topical uses because they are not chemically bound to most products, easily becoming released to the skin.
“Pan and colleagues describe how phthalates often exert their cutaneous response through the use of cosmetics and topical uses because they are not chemically bound to most products, easily becoming released to the skin.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Pan and colleagues
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- Premisecitation
Phthalates are widespread contaminants in both indoor and outdoor environments.
“It is known that phthalates are widespread contaminants in both indoor and outdoor environments, but the plastic industry continues to generate phthalates every year on a considerable scale.[4]”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [4] source
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- Premisecitation
Ambient air pollution was an aggravating factor for patients with atopic dermatitis.
“They found a direct correlation between outdoor particulate concentration and presence of symptoms in AD, demonstrating that ambient air pollution was an aggravating factor for patients with atopic dermatitis.[5]”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [5] source
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- Interpretationreasoning
A similar mechanism may be accountable for the effect of ambient nitrogen dioxide on skin.
“A similar mechanism may be accountable for the effect of ambient nitrogen dioxide on skin.”
Quote in the paperSubstantial claim - Interpretationcitation
These findings demonstrate the link between exposure to ozone and adverse effects on cutaneous health.
“These findings demonstrate the link between exposure to ozone and adverse effects on cutaneous health.”
Quote in the paperSubstantial claim - Premisecitation
Microarray gene analysis of mouse skin shows upregulation of genes associated with inflammation.
“Microarray gene analysis of the mouse skin shows upregulation of genes associated with inflammation.[6]”
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- Interpretationcitation
There is a link between ambient pollutants and extrinsic skin ageing.
“The results demonstrated that exposure to ambient nitrous dioxide was significantly associated with increased numbers of cheek lentigines in both cohorts thus demonstrating a link between ambient pollutants and extrinsic skin ageing.[10]”
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- Premisecitation
Ambient pollution exposure significantly correlated with extrinsic skin ageing, in particular pigment spots and wrinkles.
“Their results demonstrated that ambient pollution exposure significantly correlated with extrinsic skin ageing, in particular pigment spots and wrinkles.”
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- Premisecitation
PAH has been shown to increase haem oxygenase expression, a sensitive marker for oxidative stress.
“PAH has been shown to be increase haem oxygenase expression, a sensitive marker for oxidative stress.[5]”
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- Premisecitation
Exposure to ambient nitrous dioxide was significantly associated with increased numbers of cheek lentigines in both Caucasian and Asian women cohorts.
“The results demonstrated that exposure to ambient nitrous dioxide was significantly associated with increased numbers of cheek lentigines in both cohorts thus demonstrating a link between ambient pollutants and extrinsic skin ageing.[10]”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [10] source
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- Premisecitation
Topical application of single PAHs and PAH mixtures resulted in the development of papillomas, carcinoma in situ and squamous cell carcinoma in a mouse skin tumor model.
“Topical application of both single PAHs and the PAH mixtures resulted in the development of papillomas, carcinoma in situ and squamous cell carcinoma. [5]]”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [5] source
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- Interpretationcitation
Activation of AhR may be involved in the development of inflammatory skin disease.
“The results of this work show that activation of AhR may be involved the development of inflammatory skin disease.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [6] source
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- Interpretationreasoning
There is convincing evidence presented here demonstrating the adverse effects of ambient pollutants on skin integrity.
“Although there is comparably less research on the impact of outdoor pollution on skin, there is convincing evidence presented here demonstrating the adverse effects of ambient pollutants on skin integrity.”
Quote in the paperNot a substantial claim - Premisecitation
O3 can have a deleterious effect on skin health.
“Biological studies examining the effects of ozone (O 3 ) on the skin have shown that O 3 can have a deleterious effect on skin health.[9]”
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- Premisecitation
PAHs may be metabolically activated to generate reactive oxygen species (ROS) that can react to form bulky DNA adducts or strand breaks on cellular DNA.
“Polycyclic aromatic hydrocarbons may be metabolically activated to generate reactive oxygen species (ROS) that can react to form bulky DNA adducts or strand breaks on cellular DNA.[7]”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [7] source
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- Premisecitation
The pattern of skin cancer and the rate of tumor progression differed according to the type of PAH mixture.
“The pattern of skin cancer and the rate of tumor progression differed according to the type of PAH mixture.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [5] source
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- Interpretationcitation
The results of these studies illustrate the influence of ambient nitrogen dioxide pollutants on skin.
“The results of these studies illustrate the influence of ambient nitrogen dioxide pollutants on skin.”
Quote in the paperSubstantial claim - Premisecitation
An increase in the level of ozone corresponded with an increased number of skin complaints including urticaria, eczema, contact dermatitis and skin infections.
“They found that an increase in the level of ozone corresponded with an increased number of skin complaints including urticaria, eczema, contact dermatitis and skin infections.[2]”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [2] source
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- Premisecitation
Addition of vitamin C and E can prevent the formation of oxidation products thus protecting skin from environmentally induced oxidative stress.
“Furthermore, it has been demonstrated that the addition of vitamin C and E can prevent the formation of oxidation products thus protecting skin from environmentally induced oxidative stress.[6]”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [6] source
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- Premisecitation
In addition to inhalation, dermal exposure to PAHs represents an important route as they can be easily absorbed through the skin.
“In addition to inhalation, dermal exposure to PAHs represents an important route as they can be easily absorbed through the skin.[2]”
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- Premisecitation
Exposure to ozone results in dose-dependent depletion of antioxidants vitamin C and E.
“Studies have shown that exposure to ozone results in dose-dependent depletion of antioxidants vitamin C and E and.[6]”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [6] source
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- Premisecitation
Accumulation of oxidative stress secondary to excessive ROS can lead to premature skin ageing.
“Accumulation of oxidative stress secondary to excessive ROS can lead to premature skin ageing.[5]”
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- Premisecitation
Activation of AhR transcription led to inflammatory skin lesions which mimicked atopic dermatitis in transgenic mice.
“One study which examined the involvement of AhR activation in transgenic mice found that activation of AhR transcription led to inflammatory skin lesions which mimicked atopic dermatitis.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [6] source
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- Premisecitation
The majority of outdoor PAHs are derived from coal tar, diesel exhausts and cigarette smoke.
“The majority of outdoor PAHs are derived from coal tar, diesel exhausts and cigarette smoke.[5]”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [5] source
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- Premisecitation
An increase in ozone and PM was significantly associated with an increased incidence of skin rash as well as other medical problems.
“Their results identified that an increase in zone and PM was significantly associated with an increased incidence of skin rash as well as other medical problems.[2]”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [2] source
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- Premisecitation
Exposure to soot, a mixture of carbon particles covered with PAH, was associated with a 20% increase in pigmented spots on the forehead and cheeks.
“They found that exposure to soot, a mixture of carbon particles covered with PAH, was associated with a 20% increase in pigmented spots on the forehead and cheeks.[6]”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [6] source
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- Classified as probably not a substantial claim. 5
- May combine two claims. 11
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationMany studies have demonstrated acute and chronic effects of exposure to environmental pollutants on morbidity and mortality.
“Many studies have demonstrated the acute and chronic effects of exposure to environmental pollutants on morbidity and mortality.[3]”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [3] source
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Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Interpretationnone givenAnimal skin and localization of acute toxicity can be limiting factors for human translational studies of phthalate skin effects.
“animal skin and localization of acute toxicity can be limiting factors for human translational studies.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationMajor sources of PM include open fires, industrial facilities, power plants and vehicle exhausts.
“Major sources of PM include open fires, industrial facilities, power plants and vehicle exhausts.[3]”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [3] source
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Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationParticulate matter is a complex mixture of particles suspended in air produced by a variety of natural and anthropogenic activities.
“Particulate matter is a complex mixture of particles suspended in air which are produced by a variety of natural and anthropogenic activities.[3]”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [3] source
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May combine two claims.
PremisecitationHSP27 was overexpressed with cutaneous phthalate exposure, suggesting tumorigenesis of squamous cell carcinoma.
“HSP27 was overexpressed with cutaneous phthalate exposure, suggesting tumorigenesis of squamous cell carcinoma.[4]”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [4] source
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May combine two claims.
PremisecitationNO2 causes oxidative damage, generating free radicals that can oxidize amino acids in tissue proteins, and initiates lipid peroxidation of polyunsaturated fatty acids in pulmonary cell membranes.
“NO 2 causes oxidative damage, generating free radicals that can oxidize amino acids in tissue proteins, and initiates lipid peroxidation of polyunsaturated fatty acids in pulmonary cell membranes.[11]”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [11] source
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PremisecitationAmbient air pollutants generate free radicals that also include the cutaneous inflammatory cascades, activating AhR-dependent mechanisms and altering cutaneous microflora.
“Ambient air pollutants generate free radicals that also include the cutaneous inflammatory cascades, activating AhR-dependent mechanisms and altering cutaneous microflora.[6]”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [6] source
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PremisecitationActivation of AhR plays a role in mediating the biochemical and toxic effects of air pollutants such as dioxins, ozone and PAHs and can influence cell biological endpoints such as growth and differentiation.
“Activation of AhR plays a role in mediating the biochemical and toxic effects of air pollutants such as dioxins, ozone and PAHs and can influence cell biological endpoints such as growth and differentiation.[6]”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [6] source
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PremisecitationThe interaction between PAH and the AhR induces the production of highly carcinogenic metabolites and promotes tumorigenesis.
“The interaction between PAH and the AhR induces the production of highly carcinogenic metabolites and promotes tumorigenesis.[2]”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [2] source
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PremisecitationPAHs are ubiquitous constituents of ambient pollution that have been shown to have serious carcinogenic effects.
“Polycyclic aromatic hydrocarbons are ubiquitous constituents of ambient pollution that have been shown to have serious carcinogenic effects.[5]”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [5] source
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PremisecitationROS are free radicals that contribute to oxidative stress, a resultant damage that arises due to an increase in destructive free radicals and reduction in protection from antioxidants.
“ROS are free radicals that contribute to oxidative stress, a resultant damage that arises due to an increase in destructive free radicals and reduction in protection from antioxidants.[5]”
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PremisecitationThe toxic effects of O3 are mediated through free radical reactions that are achieved either directly by oxidation of biomolecules to generate ROS or by the radical-dependent production of cytotoxic, non-radical molecules (aldehydes).
“The toxic effects of O 3 are mediated through free radical reactions that are achieved either directly by oxidation of biomolecules to generate ROS or by the radical-dependent production of cytotoxic, non-radical molecules (aldehydes).[8]”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [8] source
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InterpretationreasoningThe ability of PAHs to increase ROS production is detrimental to skin and can result in adverse cosmetic effects.
“The ability of PAHs to increase ROS production is detrimental to skin and can result in adverse cosmetic effects.”
Quote in the paperSubstantial claimMay combine two claims.
PremisecitationExposure to PAH resulted in the development of squamous cell carcinomas in AhR-positive mice; no tumors were found on the skin of AhR-deficient mice.
“They found that exposure to PAH resulted in the development of squamous cell carcinomas in AhR-positive mice; however, no tumors were found on the skin of AhR-deficient mice.[5]”
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PremisecitationShort-term exposure to nitrogen dioxide leads to skin surface changes and disturbance of epidermal barrier function.
“The results showed that short-term exposure to nitrogen dioxide leads to skin surface changes and disturbance of epidermal barrier function.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [11] source
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The paper relies on this without support.
There is a paucity of research investigating the effects of ambient pollutants on human skin.
“By comparison, there is a paucity of research investigating the effects of ambient pollutants on human skin.”
The paper relies on this without support.
The skin serves as an environmental interface and is a major target for toxic insult by ambient pollution capable of altering its structure and function.
“The skin serves as an environmental interface, providing a protective envelope and as a result, is a major target for toxic insult by a broad spectrum of physical and chemical agents in ambient pollution that are capable of altering its structure and function.”
The paper relies on this without support.
The size and composition of PM both influence their effects on health.
“The size and composition of PM both influence their effects on health.”
The paper relies on this without support.
AhR is a ligand-activated transcription factor found in various skin cells including keratinocytes, fibroblasts and melanocytes.
“AhR is a ligand-activated transcription factor found in various skin cells including keratinocytes, fibroblasts and melanocytes.”
The paper relies on this without support.
O3 targets the skin surface and does not directly exert an effect on skin cells.
“O 3 targets the skin surface and does not directly exert an effect on skin cells.”
The paper relies on this without support.
Phthalates can be delivered into the body via inhalation, dietary intake and skin absorption.
“The toxicants can be delivered into the body via inhalation, dietary intake and skin absorption.”
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Increased levels of exposure to nitrogen dioxide contributes to oxidative stress and barrier dysfunction leading to skin surface changes such as the formation of lentigines.
“Increased levels of exposure to nitrogen dioxide contributes to oxidative stress and barrier dysfunction leading to skin surface changes such as the formation of lentigines [20].”
From The Environmental Determinants of Skin Health: Linking Climate Change, Air Pollution, and the Dermatologic Disease Burden (2025) · cites this paper as [20]
Section 6 (Ozone and Nitrogen Dioxide; page not provided) reports an association between nitrogen dioxide exposure and increased cheek lentigines, and says short-term exposure disturbed epidermal barrier function in patients with atopic eczema. It describes oxidative damage from NO₂ but says a similar mechanism in skin only *may* account for its effects. The claimed causal chain from oxidative stress and barrier dysfunction to lentigines is therefore stronger than the source establishes. (LLM, conf=0.86)
Experimental — accuracy not yet measuredAmbient air pollution negatively impacts skin health via four general mechanisms: generation of ROS; induction of inflammatory cascade and impairment of skin barrier; activation of AHR stimulating skin aging genes such as MMPs that degrade collagen; and alterations to skin microflora.
“two recent reviews have summarized the recognized negative impact of ambient air pollution on skin health, which suggested four general mechanisms by which this occurs: (1) generation of ROS; (2) induction of the inflammatory cascade and subsequent impairment of the skin barrier; (3) activation of the AHR which stimulates the expression skin aging genes such as MMPs that degrade collagen; and (4)”
Numerous studies have demonstrated that ambient pollutant exposure is linked with the development of the signs of extrinsic skin ageing.
“Numerous studies have demonstrated that ambient pollutant exposure is linked with the development of the signs of extrinsic skin ageing [28].”
From Oxidative Stress and Ageing: The Influence of Environmental Pollution, Sunlight and Diet on Skin (2017) · cites this paper as [28]
Environmental pollution has a detrimental impact on skin health and can lead to skin ageing.
“These findings contribute to the growing evidence demonstrating that environmental pollution has a detrimental impact on skin health and can lead to skin ageing [28].”
From Oxidative Stress and Ageing: The Influence of Environmental Pollution, Sunlight and Diet on Skin (2017) · cites this paper as [28]
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- Authors
- Koohgoli, R., Hudson, L., Naidoo, K., Wilkinson, S., Chavan, B., & Birch‐Machin, M. A.
- Affiliations
- University of Guelph (CA)
- Newcastle University (GB)
- Croda (United Kingdom) (GB)
- Corresponding author
- Birch‐Machin, Mark A.
- Venue
- Experimental Dermatology
- Publisher
- Wiley
- Published
- 2017-02-20
- Volume
- 26
- Issue
- 5
- Pages
- 384-387
- ISSN
- 0906-6705 (ISSN-L)
- 1600-0625
- OpenAlex
- W2559007831
- Semantic Scholar
- d86a80e4a618b9fc45590a9f91c0a42de7e66dab
- Cited by
- 65
- References
- 10
- Citations by year
- 2026: 5 · 2025: 6 · 2024: 8 · 2023: 9 · 2022: 7 · 2021: 6 · 2020: 9 · 2019: 9 · 2018: 4 · 2017: 1 · 2016: 1
- FWCI
- 3.14
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Experimental Dermatology (publishedVersion)
- PubMed (publishedVersion)
- Funders
- National Institute for Health Research
- Newcastle University
- Innovate UK
- Topics
- Physical Sciences › Environmental Science › Health, Toxicology and Mutagenesis › Air Quality and Health Impacts
- Health Sciences › Medicine › Dermatology › Dermatology and Skin Diseases
- Health Sciences › Medicine › Dermatology › Skin Protection and Aging
- Keywords
- air pollution, skin health, environmental pollutants, environmental health risk factors
- MeSH terms
- Air Pollutants, Air Pollution, Humans, Nitrogen Dioxide, Ozone, Phthalic Acids, Polycyclic Aromatic Hydrocarbons, Skin, Receptors, Aryl Hydrocarbon, Particulate Matter
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-10.
Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-10.
Statistics and arithmetic are recomputed, not judged.
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What counts as a claim ›How we measure confidence ›How we check this ›
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