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Kalicińska J, Wiśniowska B, Polak S, Spiewak R. Artificial Intelligence That Predicts Sensitizing Potential of Cosmetic Ingredients with Accuracy Comparable to Animal and In Vitro Tests-How Does the Infotechnomics Compare to Other "Omics" in the Cosmetics Safety Assessment? Int J Mol Sci 2023; 24:ijms24076801. [PMID: 37047774 PMCID: PMC10094956 DOI: 10.3390/ijms24076801] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2023] [Revised: 03/25/2023] [Accepted: 03/28/2023] [Indexed: 04/14/2023] Open
Abstract
The aim of the current study was to develop an in silico model to predict the sensitizing potential of cosmetic ingredients based on their physicochemical characteristics and to compare the predictions with historical animal data and results from "omics"-based in vitro studies. An in silico model was developed with the use of WEKA machine learning software fed with physicochemical and structural descriptors of haptens and trained with data from published epidemiological studies compiled into estimated odds ratio (eOR) and estimated attributable risk (eAR) indices. The outcome classification was compared to the results of animal studies and in vitro tests. Of all the models tested, the best results were obtained for the Naive Bayes classifier trained with 24 physicochemical descriptors and eAR, which yielded an accuracy of 86%, sensitivity of 80%, and specificity of 90%. This model was subsequently used to predict the sensitizing potential of 15 emerging and less-studied haptens, of which 7 were classified as sensitizers: cyclamen aldehyde, N,N-dimethylacrylamide, dimethylthiocarbamyl benzothiazole sulphide, geraniol hydroperoxide, isobornyl acrylate, neral, and prenyl caffeate. The best-performing model (NaiveBayes eAR, 24 parameters), along with an alternative model based on eOR (Random Comittee eOR, 17 parameters), are available for further tests by interested readers. In conclusion, the proposed infotechnomics approach allows for a prediction of the sensitizing potential of cosmetic ingredients (and possibly also other haptens) with accuracy comparable to historical animal tests and in vitro tests used nowadays. In silico models consume little resources, are free of ethical concerns, and can provide results for multiple chemicals almost instantly; therefore, the proposed approach seems useful in the safety assessment of cosmetics.
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Affiliation(s)
- Jadwiga Kalicińska
- Department of Experimental Dermatology and Cosmetology, Jagiellonian University Medical College, ul. Medyczna 9, 30-688 Krakow, Poland
| | - Barbara Wiśniowska
- Department of Social Pharmacy, Jagiellonian University Medical College, ul. Medyczna 9, 30-688 Krakow, Poland
| | - Sebastian Polak
- Department of Social Pharmacy, Jagiellonian University Medical College, ul. Medyczna 9, 30-688 Krakow, Poland
| | - Radoslaw Spiewak
- Department of Experimental Dermatology and Cosmetology, Jagiellonian University Medical College, ul. Medyczna 9, 30-688 Krakow, Poland
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de Macedo TTS, de Jesus ILA, Figueredo WN, Dordunoo D. Hypersensitivity Reaction to Metal: A Bibliometric Study. SAGE Open Nurs 2022; 8:23779608221132164. [PMID: 36245849 PMCID: PMC9558856 DOI: 10.1177/23779608221132164] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2022] [Revised: 08/25/2022] [Accepted: 09/23/2022] [Indexed: 11/25/2022] Open
Abstract
Background: To delineate the scientific publications on metal hypersensitivity. Methods: Scopus database from 1946 to 2020, written in English, Spanish, or Portuguese. This is a bibliometric study, with a descriptive and quantitative approach. For data analysis, we used RStudio® and VOSviewer® and bibliometric packages-bibliometrix and biblioshiny. Results: Of the 804 articles retrieved, most of the publications come from European, Asian, and American countries, with Germany, Japan, and United States leading. Published articles and keywords refer to orthopedic, dermatological, and orthodontic specialties. Conclusion: Scientific production is scarce with slight oscillations in the studied period, authored predominantly by researchers in North America and Europe. Articles were mostly published in scientific journals in the fields of dermatology, dentistry, and orthopedics, which indicated the need for greater investments in the research development on the topic.
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Affiliation(s)
| | | | | | - Dzifa Dordunoo
- University of
Victoria, School of Nursing, Victoria, BC,
Canada,Dzifa Dordunoo, University of Victoria,
School of Nursing, HSD B204, PO Box 1700, STN CSC, Victoria, BC V8W 2Y2, Canada.
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Starck M, Suzuki NM, Hafner MDFS, Lazzarini R. Negative patch tests: What should we think about these results? An Bras Dermatol 2022; 97:806-808. [PMID: 36068091 PMCID: PMC9582874 DOI: 10.1016/j.abd.2021.09.014] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2021] [Revised: 09/17/2021] [Accepted: 09/20/2021] [Indexed: 11/30/2022] Open
Affiliation(s)
- Mellanie Starck
- Dermatology Clinic, Santa Casa de São Paulo, São Paulo, SP, Brazil
| | - Nathalie Mie Suzuki
- Faculty of Medical Sciences, Santa Casa de São Paulo, São Paulo, SP, Brazil.
| | | | - Rosana Lazzarini
- Dermatology Clinic, Santa Casa de São Paulo, São Paulo, SP, Brazil
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Kazemi Z, Aboutaleb E, Shahsavani A, Kermani M, Kazemi Z. Evaluation of pollutants in perfumes, colognes and health effects on the consumer: a systematic review. JOURNAL OF ENVIRONMENTAL HEALTH SCIENCE & ENGINEERING 2022; 20:589-598. [PMID: 35669814 PMCID: PMC9163252 DOI: 10.1007/s40201-021-00783-x] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/11/2021] [Accepted: 12/26/2021] [Indexed: 06/15/2023]
Abstract
Cosmetic products, especially perfumes and colognes, are widely used in various communities. However, the use of these products can have side effects on consumers. This article aims to review the relevant literature published up to August 2020 to determine whether perfumes and colognes can affect people's health. Relevant articles were identified through electronic search. A total of 562 articles were selected and finally 37 related articles were included in the study after the screening process. The results of this systematic study showed that phthalates, aldehydes, parabens and aluminum-based salts are the most important contaminants in aromatic products that cause side effects such as allergies, breast cancer, reproductive disorders, especially in males, skin allergies, nervous system damage and migraine headaches for consumers. The incidence of complications in people using these products depends on parameters such as age, gender, race, amount of substance consumed, duration of use and economic status, and regarding the relationship between diseases such as cancer, respiratory disorders and endocrine with common contaminants in aromatic products, incidence of these diseases is probable in consumers which require further research to prove.
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Affiliation(s)
- Zahra Kazemi
- Research Center of Environmental Health Technology, Iran University of Medical Sciences, Tehran, Iran
- Department of Environmental Health Engineering, School of Public Health, Iran University of Medical Sciences, Tehran, Iran
| | - Ehsan Aboutaleb
- Department of Pharmaceutics, School of Pharmacy, Guilan University of Medical Sciences, Rasht, Iran
| | - Abbas Shahsavani
- Environmental and Occupational Hazards Control Research Center, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Majid Kermani
- Research Center of Environmental Health Technology, Iran University of Medical Sciences, Tehran, Iran
- Department of Environmental Health Engineering, School of Public Health, Iran University of Medical Sciences, Tehran, Iran
| | - Zohre Kazemi
- Research Center of Environmental Health Technology, Iran University of Medical Sciences, Tehran, Iran
- Department of Environmental Health Engineering, School of Public Health, Iran University of Medical Sciences, Tehran, Iran
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Cattani CAS, Oppermann K, Perazzoli S, Guarda NH, Baréa P, Bonamigo RR. Sensitizing agents found in children and adolescents with recalcitrant atopic dermatitis: a cross-sectional study with a pediatric battery. An Bras Dermatol 2022; 97:307-314. [PMID: 35241316 PMCID: PMC9133262 DOI: 10.1016/j.abd.2021.08.005] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2021] [Revised: 08/09/2021] [Accepted: 08/11/2021] [Indexed: 11/19/2022] Open
Abstract
BACKGROUND Atopic dermatitis is the most common inflammatory skin disease in childhood and has an important impact on quality of life, especially severe cases or those that are recalcitrant to treatments. Sensitization to allergens with the potential for allergic contact dermatitis is a factor associated with cases of recalcitrant atopic dermatitis. Understanding the relationship between atopic dermatitis, allergens, and allergic contact dermatitis is essential. In Brazil, there are no studies on sensitization to allergens found in patch tests with pediatric batteries in patients with atopic dermatitis. OBJECTIVES To verify the main sensitizing agents, the prevalence of allergic contact dermatitis and the epidemiological and clinical profile of children and adolescents with atopic dermatitis. METHODS Cross-sectional, prospective study in patients between 4 and 18 years of age, with recalcitrant atopic dermatitis, treated at the Sanitary Dermatology Outpatient Clinic (RS). All patients underwent patch tests with a battery of pediatric allergens. RESULTS The prevalence of sensitization and allergic contact dermatitis in the evaluated patients was 37.07% (20/54) and 27.7% (15/54), respectively. The most frequent allergens were: nickel sulfate (16.7%), disperse blue (5.6%), and fragrance mix I (5.6%). Nickel was associated with the female sex (p = 0.019). STUDY LIMITATIONS Sample size and selection, absence of a control group. CONCLUSIONS A proportion of patients with recalcitrant atopic dermatitis may be sensitized to different allergens and may even have developed allergic contact dermatitis. Recognizing this context is important in the prevention strategy and management of the disease.
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Affiliation(s)
- Cristiane Almeida Soares Cattani
- Sanitary Dermatology Outpatient Clinic, Secretaria da Saúde do Estado do Rio Grande do Sul, Porto Alegre, RS, Brazil; Postgraduate Program in Pathology, Universidade Federal de Ciências da Saúde de Porto Alegre, Porto Alegre, RS, Brazil.
| | - Kenselyn Oppermann
- Sanitary Dermatology Outpatient Clinic, Secretaria da Saúde do Estado do Rio Grande do Sul, Porto Alegre, RS, Brazil
| | - Simone Perazzoli
- Sanitary Dermatology Outpatient Clinic, Secretaria da Saúde do Estado do Rio Grande do Sul, Porto Alegre, RS, Brazil
| | - Nathalia Hoffmann Guarda
- Sanitary Dermatology Outpatient Clinic, Secretaria da Saúde do Estado do Rio Grande do Sul, Porto Alegre, RS, Brazil
| | - Paula Baréa
- Sanitary Dermatology Outpatient Clinic, Secretaria da Saúde do Estado do Rio Grande do Sul, Porto Alegre, RS, Brazil
| | - Renan Rangel Bonamigo
- Postgraduate Program in Pathology, Universidade Federal de Ciências da Saúde de Porto Alegre, Porto Alegre, RS, Brazil; Faculty of Medicine, Universidade Federal do Rio Grande do Sul, Porto Alegre, RS, Brazil
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Yılmaz Z, Özkaya E. Patch-test results in terms of the recently recommended allergens in children and adolescents: A retrospective cohort study over 22 years from Turkey. Contact Dermatitis 2021; 85:198-210. [PMID: 33759232 DOI: 10.1111/cod.13842] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2020] [Revised: 03/06/2021] [Accepted: 03/21/2021] [Indexed: 11/29/2022]
Abstract
BACKGROUND A European pediatric patch-test series was suggested recently. OBJECTIVES To evaluate the patch-test results in children (<10-years-old) and adolescents (10- to 18-years-old) in Turkey, focusing on the clinical/occupational relevance and the diagnostic value of the recently suggested series. PATIENTS AND METHODS A retrospective cohort study on 317 consecutively patch-tested patients ≤18 years of age, between 1996 and 2017. RESULTS The contact sensitization rate was 46.1%. Allergic contact dermatitis (ACD) was diagnosed in 30.9%, comprising non-occupational (84.7%) and occupational (15.3%) ACD. Nickel was the leading allergen in almost every age group. Methylchloroisothiazolinone/methylisothiazolinone (MCI/MI) was the clinically most relevant allergen, followed by p-phenylenediamine (PPD), ammonium persulfate, fragrance mix I, nickel sulfate, and mercury/mercury(II)amidochloride. Occupational ACD was most frequently seen in hairdresser apprentices (adolescents only) who were sensitized with PPD ± ammonium persulfate. ACD from MCI/MI increased to 5-fold, ammonium persulfate and mercurial compounds to 2-fold, and PPD to 1.7-fold after 2007. Almost one third of patients would be missed by testing only with the recommended allergens. CONCLUSIONS For patch testing in Turkish children and adolescents, we suggest additionally testing with ammonium persulfate, mercury/mercury(II)amidochloride, toluenesulfonamide formaldehyde resin, and polyethylene glycol, the latter as a marker for nitrofurazone allergy, in appropriate patients.
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Affiliation(s)
- Zeynep Yılmaz
- Department of Dermatology and Venereology, Istanbul Faculty of Medicine, Istanbul University, Istanbul, Turkey
- Clinic for Dermatology and Venereology, Boyabat 75th Year State Hospital, Sinop, Turkey
| | - Esen Özkaya
- Department of Dermatology and Venereology, Istanbul Faculty of Medicine, Istanbul University, Istanbul, Turkey
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Silverberg NB, Pelletier JL, Jacob SE, Schneider LC. Nickel Allergic Contact Dermatitis: Identification, Treatment, and Prevention. Pediatrics 2020; 145:e20200628. [PMID: 32341178 DOI: 10.1542/peds.2020-0628] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Abstract
Nickel is a ubiquitous metal added to jewelry and metallic substances for its hardening properties and because it is inexpensive. Estimates suggest that at least 1.1 million children in the United States are sensitized to nickel. Nickel allergic contact dermatitis (Ni-ACD) is the most common cutaneous delayed-type hypersensitivity reaction worldwide. The incidence among children tested has almost quadrupled over the past 3 decades. The associated morbidities include itch, discomfort, school absence, and reduced quality of life. In adulthood, individuals with Ni-ACD may have severe disabling hand eczema. The increasing rate of Ni-ACD in children has been postulated to result from early and frequent exposure to metals with high amounts of nickel release (eg, as occurs with ear piercing or with products used daily in childhood such as toys, belt buckles, and electronics).To reduce exposure to metal sources with high nickel release by prolonged and direct contact with human skin, Denmark and the European Union legislated a directive several decades ago with the goal of reducing high nickel release and the incidence of Ni-ACD. Since then, there has been a global reduction in incidence of Ni-ACD in population-based studies of adults and studies of children and young adults being tested for allergic contact dermatitis. These data point to nickel exposure as a trigger for elicitation of Ni-ACD and, further, provide evidence that legislation can have a favorable effect on the economic and medical health of a population.This policy statement reviews the epidemiology, history, and appearances of Ni-ACD. Examples of sources of high nickel release are discussed to highlight how difficult it is to avoid this metal in modern daily lives. Treatments are outlined, and avoidance strategies are presented. Long-term epidemiological interventions are addressed. Advocacy for smarter nickel use is reviewed. The American Academy of Pediatrics supports US legislation that advances safety standards (as modeled by the European Union) that protect children from early and prolonged skin exposure to high-nickel-releasing items. Our final aim for this article is to aid the pediatric community in developing nickel-avoidance strategies on both individual and global levels.
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Affiliation(s)
- Nanette B Silverberg
- Departments of Dermatology and Pediatrics, Mt Sinai Hospital and Icahn School of Medicine at Mt Sinai, New York, New York;
| | - Janice L Pelletier
- Northern Light Health, Bangor, Maine
- College of Medicine, University of New England, Biddeford, Maine
| | - Sharon E Jacob
- Department of Dermatology, Loma Linda University, Loma Linda, California
- Departments of Medicine and Pediatrics, University of California, Riverside, California; and
| | - Lynda C Schneider
- Department of Pediatrics, Boston Children's Hospital and Harvard Medical School, Boston, Massachusetts
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Suzuki NM, Duarte IAG, Hafner MDFS, Lazzarini R. Nickel exposure from keys: a Brazilian issue. An Bras Dermatol 2018; 92:734-735. [PMID: 29166522 PMCID: PMC5674716 DOI: 10.1590/abd1806-4841.20175754] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2016] [Accepted: 07/06/2016] [Indexed: 11/22/2022] Open
Abstract
Keys are a significant source of exposure to metal allergens and can be a
relevant problem for nickel-allergic individuals. This study aimed to perform
nickel and cobalt spot testing among the 5 most common Brazilian brands of keys.
Among the tested keys, 100% showed positive result to nickel spot test, 83,3%
presented strong positive reaction. 50% exhibited cobalt release as well. Nickel
release from keys is very common in our country and may cause a negative impact
on sensitized individual's quality of life. Study's results highlight the
importance of establishing directives to regulate nickel release in Brazil.
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Affiliation(s)
| | - Ida Alzira Gomes Duarte
- Dermatology Clinic of the Santa Casa de São Paulo - São Paulo (SP), Brazil.,School of Medical Sciences of the Santa Casa de São Paulo (FCMSCSP) - São Paulo (SP), Brazil
| | | | - Rosana Lazzarini
- Dermatology Clinic of the Santa Casa de São Paulo - São Paulo (SP), Brazil.,School of Medical Sciences of the Santa Casa de São Paulo (FCMSCSP) - São Paulo (SP), Brazil
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Zafrir Y, Trattner A, Hodak E, Eldar O, Lapidoth M, Ben Amitai D. Patch testing in Israeli children with suspected allergic contact dermatitis: A retrospective study and literature review. Pediatr Dermatol 2018; 35:76-86. [PMID: 29143366 DOI: 10.1111/pde.13333] [Citation(s) in RCA: 27] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
BACKGROUND/OBJECTIVES Childhood allergic contact dermatitis is recognized as a significant clinical problem. The objective was to evaluate the rate of positive patch tests in Israeli children with clinically suspected allergic contact dermatitis, identify possible sex and age differences, compare results with those in Israeli adults, and review pediatric studies in the literature. METHODS The study sample included 343 children and adolescents (197 female, 146 male; 1-18 years of age, mean age 11.8 years) with clinically suspected allergic contact dermatitis who underwent patch testing with a standard pediatric series of 23 allergens at a tertiary medical center from 1999 to 2012. Data on clinical characteristics and test results were collected retrospectively from the medical files. RESULTS Ninety-eight subjects (28.6%) (75 girls [38.1%], 23 boys [15.8%]) had at least one positive reaction. The most frequent reactions were to nickel sulfate, followed by potassium dichromate and cobalt chloride. Nickel sulfate sensitivity was more common in girls, especially those younger than 3 years and older than 12 years. The prevalence of contact sensitization was similar in subjects with and without atopic dermatitis (50% and 51%, respectively). CONCLUSION Nickel is the most common allergen in Israeli children, especially girls. Patch testing should be performed in children with clinically suspected allergic contact dermatitis regardless of atopic background.
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Affiliation(s)
- Yaron Zafrir
- Department of Dermatology, Sheba Medical Center, Tel Hashomer, Israel
| | - Akiva Trattner
- Department of Dermatology, Rabin Medical Center-Beilinson Hospital, Petach Tikva, Israel.,Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Emmillia Hodak
- Department of Dermatology, Rabin Medical Center-Beilinson Hospital, Petach Tikva, Israel.,Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Oren Eldar
- Department of Dermatology, Rabin Medical Center-Beilinson Hospital, Petach Tikva, Israel
| | - Moshe Lapidoth
- Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel.,Laser Unit, Rabin Medical Center-Beilinson Hospital, Petach Tikva, Israel
| | - Dan Ben Amitai
- Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel.,Pediatric Dermatology Unit, Schneider Children's Medical Center of Israel, Petach Tikva, Israel
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Dórea JG. Abating Mercury Exposure in Young Children Should Include Thimerosal-Free Vaccines. Neurochem Res 2017; 42:2673-2685. [PMID: 28439753 DOI: 10.1007/s11064-017-2277-x] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2017] [Revised: 04/11/2017] [Accepted: 04/19/2017] [Indexed: 12/27/2022]
Abstract
Pediatric immunization is essential to prevent, control and eradicate children`s infectious diseases. Newborns and infants in less developed countries have a concentrated schedule of Thimerosal-containing vaccines (TCVs); pregnant mothers are also immunized with TCVs. Metabolic changes during early development are demonstrably an important risk factor for ethylmercury (EtHg) effects on neurodevelopment, while exposure to Thimerosal sensitizes susceptible individuals to life-long contact dermatitis. Concerns regarding toxicity of Hg have moved rich nations to withdraw it from medicines and, in particular, Thimerosal from pediatric vaccines; it has been more than 20 years since rich countries started using Thimerosal-free vaccines. TCVs and Thimerosal-free vaccines show dissimilar profiles of adverse effects. Thimerosal-free vaccines have shown a decrease in contact dermatitis, while TCVs showed a significant association with increased risk of tic disorders; in some circumstances, EtHg in combination with other neurotoxic substances negatively impacted neurobehavioral tests. In studies that explored vaccines and risk of tics, Thimerosal was a necessary factor. However, when the binary exposure to organic Hg forms (TCV-EtHg and fish-MeHg) was considered, effects on neurobehavioral tests were inconsistent. CONCLUSIONS (a) The indiscriminate use of pediatric-TCVs in less developed countries carries an unjustifiable and excessive EtHg exposure with an unnecessary risk of neurotoxicity to the developing brain; (b) measurable benefits (of Thimerosal-free) and measurable risks of tic disorders have been associated with the (Thimerosal-containing) type of vaccine;
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Affiliation(s)
- José G Dórea
- Professor Emeritus, Faculty of Health Sciences, Universidade de Brasília, 70919-970, Brasília, DF, Brazil.
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