Due to the inevitable exposure of humans to pesticides, which are common environmental toxins, there is a need for effective methods to reduce, and preferably eliminate, their harmful effects.

Complementary and alternative solutions in the form of dietary antioxidants or functional foods can provide a safe way to prevent pesticide toxicity. In recent years, many plant derived dietary compounds, especially with antioxidative activity attract attention as chemopreventive substances, because of their ability to scavenge free radicals generated by environmental contaminants.

Popular group of plant-derived compounds are flavonoids, which comprise a large, heterogenous group with benzopyran in their structure. They are present in vegetables, fruits and herbs as a secondary plant metabolite. They have free radical scavenging abilities and exhibit positive health effect, especially in cancer treatment and prevention [ 8 ].

Many compounds from the large group of plant hormones are tested for their antioxidative properties in human organism likewise. An example of such group of compounds are cytokinins, and well-known compound from this group considering its influence on oxidative stress parameters is kinetin.

In human cells it acts as an antioxidant with chemo-protective properties [ 9 ]. The mechanisms, by which pesticides may cause damage both on the cellular and tissue level usually involve oxidative stress reactions, especially generation of free radicals, lipid peroxides, oxidized proteins and oxidized sugars [ 10 , 11 ].

Cellular enzymes, structural proteins, membranes components, sugars and nucleic acids are exposed to possible damage because of ROS Reactive Oxygen Species high reactivity [ 12 , 13 ].

The stimulatory influence of pesticides on lipid peroxidation and protein, DNA and sugars oxidation processes has been well documented, particularly in vivo [ 14 , 15 ]. However, mechanisms, by which pesticides act on the cellular and molecular level are still not fully defined. Therefore, it is very important to study this phenomenon on a variety of levels and in many possible combinations, because the activity of pesticides in cells varies depending on their chemical structure, dose and time of exposure.

The objective of this review is to make a state-of-the-art overview of food contaminants and beneficial food components mechanisms of activity and their mutual interactions.

For this purpose, a literature review was carried out focusing on new reports in the field of oxidative stress definition and parameters, pesticides as oxidative stress inductors and plant-derived compounds as antioxidants.

More than 70 papers published since were analyzed with focusing mainly on the last 10 years articles considering mainly oxidative stress, the influence of pesticides on oxidative stress parameters on the cellular level and possible chemo-preventive activity of polyphenols and selected plant hormones.

This review will discuss the potential benefits of polyphenolic compounds and plant hormone compounds in alleviating the side effects and toxicity associated with common environmental toxins such as pesticides, primarily in in vitro studies.

The importance of this review is that it mainly aims to determine whether polyphenol compounds and cytokinins can modulate the toxicity of environmental pollutants, thereby affecting health and the possibility of diseases generated by oxidative stress.

The phenomenon of oxidative stress and its causes will be explained. Evidence will be provided that pesticide pollution increases oxidative stress level and plant-derived antioxidants may play a role in neutralizing or buffering the effects of oxidizing pollutants. This review summarizes also the most common and health-relevant sources of oxidative stress, with an emphasis on pesticides and the potential to counter them with substances of plant origin.

Due to extensive scientific data, not all studies could be included in this review. The reader is referred to the analysis of the references presented in the paper and the references contained therein in order to obtain details on the pro-oxidative action of pesticides and the antioxidant action of selected compounds of plant origin.

Pesticides constitute a group of compounds widely used all over the world in agriculture and many other industries. In European Union, only for plant protection, more than tons of pesticides are being used every year.

Chemical compound used as a pesticide should be characterized by high toxicity towards pests and simultaneously possibly low toxicity towards other organisms, especially human and aquatic organisms.

They also should be accordingly durable, susceptible to biodegradation to such an extent that they do not accumulate in the environment [ 16 ]. There are many categories according to which pesticides can be divided, e.

The division in terms of chemical structure can be also applied. Main groups are nonorganic pesticides arsenic and fluoride insecticides and organic pesticides chloroorganic, phosphoroorganic, carbaminianes, phenoxyacetic acid and triazyne derivatives.

Increasingly common use of pesticides even in food storage is a main reason why people are constantly exposed to their residues in food products and potable water. According to WHO pesticide residues in food are defined as a sum of chemical compounds present in food product as a result of pesticide usage the parent substance and its degradation products.

In addition to pesticides, smoke, mycotoxins, endocrine disrupting chemicals such as polychlorinated biphenyl and heavy metals such as arsenic have been listed as the most common human toxins.

Toxins are poisons produced in living organisms of plants, animals and bacteria. Toxic substances toxicants are synthetic, toxic, man-made chemicals. These two groups of compounds also differ in the processes of production, distribution, heterogeneity of composition and increasing ubiquity at homes, in human and animal bodies and in the environment.

They can cause biochemical damage in various ways. While there are many types of toxins, they tend to interfere with the normal activity of cells, making cells act differently than normal [ 18 ].

Carcinogens, such as pesticides, cause the multiplication of various cells to accelerate and cause cancer. Instead of disrupting certain processes in the body, many poisons, including pesticides, cause them to act differently, often with harmful effects.

People deal with toxins with antidotes, either by building up immunity or by avoiding them. However, toxic substances such as pesticides exist on a massive scale and are associated with everyday economic, industrial and regulatory systems.

This means that efforts to mitigate or eliminate the effects of pesticides must take into account these systems and the power dynamics that maintain them. One of the main factors connected with the risk that pesticides constitute to human health is their dose of exposure [ 19 ].

An intentional exposure is usually considered as a possibility to attempt suicide in developing countries, because of an easy access to such chemicals especially in rural areas in China and South East Asian countries [ 21 ].

The second kind of pesticide exposure — occupational, is mainly considered as connected with pesticides transport and usage in crop protection, food storage and food sale. People such as dealers, farmers, applicators and sellers of fruit and vegetables are particularly exposed to pesticides, especially while mixing, loading, spraying and through a direct contact with fruits, vegetables and crops.

In this case pesticides enter human organism through the respiratory tract and the skin [ 22 ]. The third kind of pesticide exposure is non-occupational exposure, which is the most common way of the exposition. It occurs through the gastrointestinal tract with the consumption of fruits, vegetables and crops.

It is rather difficult to exactly demonstrate the detailed cause and effect relationship associated with pesticide exposition and their possible hazardous effect.

It should be also mentioned that the literature data based on the mammalian experimental studies, which connect directly pesticides toxicity and the mechanisms of their action, especially oxidative stress, are very scarce. Oxidative stress is considered as a kind of phenomenon, which is related to the activity of free radicals FR and reactive metabolites RM in the human organism.

Free radicals originate from different sources and occur in human cells as a product of normal cellular metabolism. They have double functions: as beneficial and toxic compounds Fig.

It results from their involvement in a variety of physiological functions such as immune system activity, cellular signaling pathways, mitogenic response and redox regulation [ 25 ]. However, too high concentration of FR, both reactive oxygen species ROS and reactive nitrogen species RNS is a major cause of oxidative and nitrosative stress.

It subsequently may cause a potential damage to important biomolecules such as proteins, lipids, sugars and nucleic acids [ 27 ].

In this sense oxidative stress is a kind of an imbalance between FR generation and antioxidants production, which leads to the damage on the cellular and tissue level [ 28 ].

However, it should be also mentioned that oxidation process never occurs alone, it is always supported by reduction process. Living organisms have built protective systems against the excess of free radicals resulting in lowering of their toxic activity.

The first level of the antioxidant defense is the prevention against FR formation. It includes the presence of the inhibitors of enzymes catalyzing generation of FR. An example of such an enzyme can be xanthine oxidase. If free radicals have already been formed it means that primary protection is insufficient.

In that situation FR scavengers are involved and they convert FR into nontoxic compounds. These are antioxidants, which prevent the oxidation of biologically important macromolecules Fig. The third level of the defense against FR damage is repair system, which plays an important role in the identification, repair and disposal of damaged molecules.

An example is the activity of proteinases, which remove damaged proteins; lipases, which remove oxidatively damaged lipids and DNA repair system. Above mentioned diseases appear as a result of prolonged or intensified oxidative stress, which leads to permanent changes in the structure of biologically important macromolecules, such as DNA, proteins, lipids and sugars.

In turn, changes in the structure of molecules lead to changes in their functioning, which is manifested in the impairment of cellular metabolism. DNA stability is a prerequisite for the proper functioning of cells because its damage may lead to disturbance of cellular metabolism and to the development of many diseases, including cancer.

More susceptible for ROS attack is rather mitochondrial DNA than nuclear DNA, because of its location adjacent to the cellular place where ROS are generated.

Among others these are damages to single nitrogen bases, DNA strand breaks or adduct formation. Laboratory studies are focused on clarifying mechanisms of pesticides action on the cellular level.

Long-term and severe oxidative stress is very harmful for cells because it causes metabolic disorders. The overproduction of ROS may also be caused by the influence of the pesticides on the activity of the endoplasmatic reticulum and mitochondrial electron transport chains.

The other mechanism, which has been proposed as an explanation for the toxic activity of pesticides, is an increase in ROS generation by pesticides entering redox cycles, e. According to the literature data pesticides may inhibit antioxidant enzymes activity and the biosynthesis of selected antioxidants such as glutathione [ 10 , 11 , 34 , 35 ].

From the group of herbicides, the most widely known and used is paraquat PQ , which causes severe damage in diverse organs including lungs, especially in case of ingestion accidentally or intentionally Fig. In paraquat toxicity ROS generation is involved. Kanno S. et al.

examined the effect of paraquat on two lung epithelial cell lines: A and BEAS-2B. They found out that PQ toxicity at the cellular level is connected with mitochondrial dysfunction due to the cellular accumulation of PQ more than ROS generation [ 36 ].

Additionally, Jaroonwitchawan T et al. reported that paraquat is a neurotoxic agent, which causes neuronal cell death through the induction of oxidative stress level. However, they also stated that curcumin is a compound with potentially therapeutic properties in case of neurodegenerative diseases associated with ROS overproduction induced by pesticides [ 37 ].

According to Dou T. PQ is a strong inducer of oxidative stress in immortalized human embryonic neural progenitor cells. It caused significant decrease in the activity of SOD and CAT but increase in MDA and LDH level.

Wang S et al. found out that atrazine in fish induces apoptosis through the activation of caspase 3 and through the changes in the expression of mitochondrial pathways factors Bcl-2, Bax, caspase 9 and death receptor pathways TNF-α, TNFR, Fas, FasL, and Caspase 8 Fig.

Tested herbicide also inhibited antioxidative enzymes activity, increased ROS level, lowered GSH content and enhanced MDA accumulation. It means that the oxidative stress and mitochondrial damage caused by atrazine metabolism may play a crucial role in the apoptosis of carp neutrophils [ 39 ].

Ansari SM et al. examined the effect of pendimethalin PM - dinitroaniline herbicide extensively applied against the annual grasses and broad-leaved weeds, on human primary cells Fig. They found out that PM induces genotoxic and apoptotic changes and influences antioxidant enzymes activity in human lymphocytes and rat bone-marrow cells [ 40 ].

oxadiazon, a pre-emergence or early post-emergence herbicide, could be considered as a potential cause of the onset of neurodegenerative diseases Fig. Their findings reveal that oxadiazon influences activity of the mitochondrial aldehyde dehydrogenase 2 ALDH2 and of the acylphosphatase ACYP.

ALDH2 activity is connected with the protection of neurons against oxidative stress caused by toxic aldehydes. ACYP activity on the other hand is connected with cell differentiation, apoptosis and cancer. It was also confirmed that oxadiazon may induce liver cancer and causes adverse effects on reproductive and on endocrine functions [ 42 , 43 ].

Nowadays we observe an urgent need to deepen and develop our knowledge regarding food contaminants and food ingredients, both in vitro and in vivo. As it was already mentioned, pesticides belong to the group of highly undesirable food contaminants, which cause serious health problems.

On the other hand, food, especially natural and plant derived food, contains a lot of ingredients with very beneficial for human health properties, such as polyphenols with proved antioxidative capacities or plant hormones — a very diverse in terms of chemical structure, group of compounds.

Recognizing the fact that pesticides induce their toxic effects via oxidative stress pathways and stimulation of the inflammatory response, mainly antioxidants and anti-inflamatories have been studied as potential therapeutic strategies.

Antioxidants are compounds, which delay or inhibit oxidative damage, because they are stable enough to neutralize free radicals by donating electrons.

In human organism a highly complex antioxidant system is developed, and it includes both enzymatic and non-enzymatic part.

Because of its synergistic activity it can protect cells, tissues and organs against FR damage. Endogenous antioxidants create a widely distributed within the cytoplasm and various organelles network [ 44 ].

Food-derived candidate for an ideal antioxidant should meet several conditions: it should easily eliminate free radicals and be readily absorbed, it should have the ability to chelating redox metals and acts on at physiologically appropriate level.

Its main function is maintaining a delicate redox balance and minimizing cellular damage caused by ROS, therefore it should also be active in aqueous solutions and membrane domains. Dietary antioxidants are required for maintain normal cellular functions when endogenous antioxidative system is insufficient, e.

Polyphenols belong to the group of natural compounds of plant origin that are characterized by a variety of biological activities. They may react with ROS and therefore terminate chain reactions before cell metabolism is seriously affected [ 45 ].

Polyphenols are present in many different dietary compounds such as fruits e. Polyphenols content in food is rather higher than any other food ingredient with antioxidative properties.

They are plant metabolites with specific properties that allow them to act as protection against UV radiation and damage caused by pathogens [ 48 ]. Their content in plants depends on many environmental factors, including the type of soil, exposure to light, intensity and frequency of rainfall and methods of plant breeding.

The group of phenolic compounds includes about 8, compounds, including: flavanols, flavones, isoflavones, tannins, resveratrol, anthocyanidins, curcumin, lignans and phenolic acids. Their bioavailability depends on many different parameters, such as digestion, absorption, metabolism [ 49 ].

The antioxidant properties of phenolic compounds of natural origin are the subject of many studies and reports, but the molecular mechanism of their action is not fully understood.

It is a very complex group of compounds that differ in their chemical structure, which also affects their activity at the cellular level. and the stimulation of the activity of antioxidant enzymes, such as catalase, superoxide dismutase, etc.

The antioxidant activity of phenolic compounds has been demonstrated in both in vitro and in vivo tests. Bioactive components of green tea extracts, including phenolic compounds such as EGCG epigallocatechin gallate reduce the level of free radicals in healthy cells in vitro at the concentration range from 10 µM to 20 µM Fig.

However, in higher concentration µM , they generate ROS in neoplastic cells [ 52 ]. Literature data show that EGCG has the ability to inhibit pesticide-induced apoptosis [ 53 , 54 ]. Kamalden et al. found that green tea phenolic compounds reduce the level of lipid peroxidation and rotenone toxicity in RGC-5 cells [ 55 ].

In addition to in vitro studies, animal studies have also confirmed the beneficial effects of green tea extracts. These rich in polyphenol mixtures reduce the toxic effects of pesticides, including oxidative stress in the liver, lungs and nervous system [ 56 , 57 ].

It was observed that under the influence of the tested pesticides changes in the parameters of oxidative stress occurred. It was: an increase in the activity of enzymes such as SOD, catalase, decrease in GSH content, increase in the level of lipid peroxidation, which indicated an increased level of oxidative stress.

Supplementation with green tea extracts alleviated degenerative processes in the liver, reduced hepatocyte necrosis and normalized the levels of antioxidant enzyme activity in rats. Kim et al. demonstrated that green tea extracts rich in polyphenols significantly reduced pulmonary fibrosis caused by pesticide-induced oxidative stress [ 57 ].

Components of green tea extracts supposedly acted to suppress oxidative stress and endothelin-1 expression [ 57 ]. On the other hand, another compound from the group of phenolic compounds - resveratrol - acts in the opposite way to EGCG.

At lower concentrations, it induces an increase in the number of free radicals in cancer cells, while at higher concentrations it inhibits their generation. It similarly influences the activity of antioxidant enzymes, such as superoxide dismutase or catalase.

Resveratrol has anti-inflammatory and anti-cancer effects by modulating oxidative stress and influencing glucose levels in cancer cells. Inhibition of ROS synthesis in neoplastic cells may contribute to their death.

They are usually characterized by an increased level of oxidative stress in relation to healthy cells. Therefore, resveratrol inhibits the growth of neoplasms by inhibiting intracellular ROS and suppressing glycolytic metabolism of neoplastic cells [ 58 ].

Curcumin is a polyphenolic compound, extracted from the very popular spice obtained from turmeric Curcuma longa , which also has antioxidant and anti-inflammatory properties Fig. Its anti-cancer effect is also associated with the mechanisms of oxidative stress.

It induces phase II antioxidant enzymes by activating the NRF2 signaling pathway, activating the p53 suppressor protein and modulating inflammatory mediators such as TGF-β and COX2 [ 59 ]. Probably due to excellent antioxidant properties and strong action of eliminating free radicals at the cellular level, phenolic compounds are tested as potential food ingredients reducing the toxic effects of pesticides [ 60 , 61 , 62 ].

One of the most important group of plant hormones are cytokinins, which were identified while searching for factors responsible for cell division in plant in vitro cultures. It is a group of hormones that influence seed germination, chloroplast differentiation, flower development, apical dominance, leaf aging and interactions with pathogens.

They also accelerate regenerative processes and extend the cell cycle [ 63 ]. In terms of chemical structure, cytokinins are a very complex group. The vast majority consists derivatives of adenine, in which an aliphatic or aromatic substituent is attached to the amino group of the C-6 carbon.

An example of a cytokinin with an aliphatic substituent is zeatin, and with an aromatic substituent - benzyladenine. However, the best known cytokinin so far is kinetin, which for long time has been considered as a synthetic compound Fig.

It has been found in plant cells and even in human urine and in DNA extracted from human cells. In particular these are the products of free radical reactions; therefore, kinetin constitutes a defense mechanism generated in response to oxidative stress [ 64 ].

Due to its antioxidant properties, kinetin can be considered as a compound that minimizes the negative impact of pesticides on the human body. Its antioxidant activity has been confirmed both in in vitro and in vivo tests.

Kinetin is protective against cellular macromolecules such as DNA through at least two mechanisms. It can both prevent the formation of the hydroxyl radical and absorb free radicals before they can react with the DNA.

The kinetin binds the iron ion required in the Fenton reaction, preventing the iron from binding to the nucleic acid. Elimination of free radicals with the participation of kinetin can also take place in two ways.

Free radicals can split the hydrogen atom from the carbon atom of the amine bond of kinetin or undergo dismutation due to the fact that the kinetin in a complex with Cu II acts as a SOD mimetic [ 65 ]. Another cytokinin also initially considered as a synthetic compound is benzyladenine Fig. However, it has been identified in many plant species, where it exhibits a strong anabolic effect [ 66 ].

Benzyladenine and its derivatives regulate many important cellular processes related mainly to cell division, melanogenesis and inflammatory reactions, where they influence the activity of phosphodiesterases [ 67 , 68 , 69 ].

Among the mechanisms proposed to explain the biological activity of N6-benzyladenine is its ability to bind to protein and influence the activity of antioxidant enzymes through competitive or allosteric interactions. Among them regulation of signal transduction; modulation of redox-sensitive transcription factors, including Nrf2, NF-κB, and AP-1; glutathione biosynthesis and gene expression can be mentioned.

N6-benzyladenine binds a specific receptor, activates the kinase cascade, and consequently causes specific gene activation [ 70 ].

In vitro studies on the effect of kinetin and N6-benzyladenine on human fibroblasts showed the stimulating effect of both tested compounds on the activity of antioxidant enzymes, as well as on the content of reduced glutathione and thiol groups. Cytokinins reduced the peroxidation of membrane phospholipids and showed protective properties against malonyldialdehyde production.

Both N6-benzyladenine and kinetin are characterized by complex mechanisms of action in fibroblast cells in vitro [ 9 ]. Both compounds have antioxidant properties and are potentially potent agents for use in the prevention and treatment of many diseases related to pesticide-induced oxidative stress.

A particularly interesting compound from the cytokinin group, which so far has not received much attention in research, is traumatic acid and its aldehyde derivative - traumatin. Traumatic acid TA, transdodecenedioic acid belongs to the derivatives of unsaturated fatty acids Fig. It was first isolated from unripe bean pods Phaseolus vulgaris in — by Bonnier and English.

So far, its presence has been detected in mesophyll and meristematic tissues of many plant species. Traumatic acid, as well as its aldehyde derivative - traumatin are called wound healing hormones, because they are present in large amount around the damaged area in plants and stimulate cell division.

Both compounds are found in the highest amount in young, intensively growing organs, such as leaves, fruits and seeds.

It turned out that traumatin, the aldehyde form, is a more biologically active compound than traumatic acid in plants. TA as a compound of plant origin may be an alternative to fatty acids of animal origin [ 71 , 72 ].

So far, there is very little literature data on the influence of traumatic acid on the parameters of oxidative stress, although the available information indicate that it is related to a high antioxidant and anticancer potential.

The available studies have shown that it stimulates the activity of antioxidant enzymes and enhances other non-enzymatic parameters of oxidative stress in healthy human cells in vitro, while in tumor cell lines it acts the opposite, showing high toxicity.

The stimulating effect of TA on the basic parameters of oxidative stress, such as the activity of antioxidant enzymes, the concentration of reduced glutathione, the content of thiol groups and the level of the lipid peroxidation process under physiological conditions, is presented.

TA caused a decrease in peroxidation of membrane phospholipids and showed protective properties against ROS production [ 73 ]. Because of the proven relationship between dietary fat consumption and breast cancer incidence, the MCF-7 breast cancer cell line has been an experimental model.

TA caused a decrease in cell proliferation and viability, a decrease in the content of reduced glutathione, which is the main low-molecular antioxidant in cells, and a decrease in the level of thiol groups.

At the same time, it increased caspase 7 activity, peroxidation of membrane lipids and ROS content. The pro-apoptotic effect of TA can be attributed to the observed decrease in GSH levels and an increase in the level of oxidative stress.

It has been suggested that a high level of GSH in breast cancer tissue is necessary to ensure cell proliferation and resistance to apoptosis in cancer cells [ 74 ]. TA induced a significant decrease in cell proliferation and an increase in caspase levels, accompanied by a decrease in GSH content and an increase in ROS content [ 75 ].

The extremely favorable properties of traumatic acid, observed in vitro, encourage the study of its possible interactions with pesticides. Such models of in vitro tests indicate the possibility of using TA as a factor eliminating the carcinogenic effects of selected pesticides.

To analyze the potential effects of selected herbicides MCPA, mesotrione, bifenox and dichlobenil on cancer cells, four pesticide cytotoxicity studies were performed and a combination of TA with herbicides was used on three different breast cancer cell lines MCF-7, ZR and MDA- MB and one healthy cell line MCF A.

It has been found that in vitro exposure to various herbicides can increase the proliferation of breast cancer cells, leading to possible tumor growth and development, and TA can attenuate pesticide-induced cell stimulation, and it is not toxic to normal cells [ 76 ].

However, only clarification of the mechanisms of interaction of traumatic acid and pesticides will allow us to answer the question whether oxidative stress and changes in its parameters are involved in the interaction of compounds at the cellular level. The research conducted on the ZR line on the activity of TA in combination with the herbicide - mesotrione, allow to conclude that TA contributes to the inhibition of growth and development of mesotrione-stimulated ZR cells by stimulating oxidative stress and apoptosis.

This may mean that TA is a compound with pro-oxidative and pro-apoptotic effects in neoplastic cells whose development and proliferation are stimulated by the presence of mesotrione [ 77 ].

The presented results may be helpful in answering the question of whether herbicides and their residues present in food may pose a potential threat to people with diagnosed cancer and whether compounds with proven pro-oxidative effects on cancer cells may have potential cytoprotective functions.

The increasing presence of pesticides and their residues in food seems to be an inevitable problem that humanity will face for many years to come.

On the other hand, evidence is emerging that shows a promising protective and detoxifying effect of plant-derived compounds such as polyphenols and cytokinins on environmental toxins. However, in many cases, the lack of clinical evidence for the efficacy of selected compounds adds to the need for such future research.

For example, the development of predictive biomarkers of polyphenol and cytokinin intake in the human population will provide a better understanding of the interactions between these compounds and endogenous and exogenous factors that affect their bioavailability, and help determine safe dosages for their consumption.

Interactions of plant-based dietary ingredients with pesticides and compounds with similar toxin modulating effects may also warrant further research. Most people maintain a stable level of oxidative stress, and no matter how much additional antioxidant people ingest in their diet, oxidative stress does not decrease further.

Antioxidants appear to be effective in reducing oxidative stress when its initial level is above normal or above a stable regulated level. Thus, additional dietary antioxidants can only benefit the body if it was necessary to correct high levels of oxidative stress that could not be controlled by endogenous antioxidants.

Finally, it should be emphasized that more research needs to be done to strengthen the evidence of the use of dietary antioxidant components as modulators of adverse effects caused by increased exposure to pesticides. Lushchak VI, Matviishyn TM, Husak VV, Storey JM, Storey KB. Pesticide toxicity: a mechanistic approach.

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As is well known, changes in ALT, AST, and GGT levels often coincide with liver injury and have a high contribution in our machine learning prediction model.

This means that the role of pesticides as endocrine disruptors may be achieved through liver damage [ 37 , 38 ]. Although no significant continuity was found in the regression analysis, the high contribution of lymphocytes and neutrophils to the Gini coefficient in the random forest prediction model suggested that chronic inflammation may be involved in the process of pesticide induced cancer.

Our study also has some limitations. First, the NHANES database was a cross-sectional study and did not provide longitudinal follow-up information. Owing to the retrospective nature of this study, future research should focus more on the longitudinal effects of pesticide exposure, providing more convincing clinical evidence through long-term follow-up data.

Besides, cellular toxicology experiments and animal experiments are also necessary. Second, some of the data came from a self-report questionnaire and resulted in recall and self-report biases. The last, other potential confounding factors such as lifestyle factors, genetic factors, and other environmental exposures need to be analyzed in future studies.

In summary, our analysis, based on national representative surveys, demonstrated that pesticides may induce oxidative stress by damaging organs such as liver , increase the risk of cancers. And different cancers showed distinct sensitivities to pesticides.

Iron, creatinine, ALT, AST, albumin, and GGT had high sensitivity to changes in cancer risk under pesticide exposure, which made them potential as detection markers for cancer prediction.

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Download references. The authors thank all the participants and staff in the National Health and Nutrition Examination Survey for their substantial contributions to data collection, management, and publication. This work was supported by the National Science Foundation of China , to S.

Zhang, , to C. Zhang , The Key Research and Development Program of Shanxi SF, to C. and the Construction Project of Key Laboratory of Tumor Prevention and Treatment of Integrated Traditional Chinese and Western Medicine of Shanxi Province ZXY-SYS support this study. Meanwhile the authors thank all the participants and staff in the National Health and Nutrition Examination Survey for their substantial contributions to data collection, management, and publication.

You can also search for this author in PubMed Google Scholar. All authors contributed to the study conception and design. YL, CL and KL were major contributors in writing the manuscript. ZF PY, XW, YJ, XL were the main collectors of data.

YC, YZ, YH were the main analysts of study. WL, FW, WY and YZ provided technical guidance. SZ and CD conceived research, revised the manuscript and had primary responsibility for final content.

All authors commented on previous versions of the manuscript. All authors read and approved the final manuscript. Correspondence to Shuqun Zhang or Chong Du.

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations. Full table of relationship between pesticide exposure and cancer based on subgroup of oxidative stress marker level.

Open Access This article is licensed under a Creative Commons Attribution 4. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material.

If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. Reprints and permissions. Liu, Y. et al. Pesticides, cancer, and oxidative stress: an application of machine learning to NHANES data.

Environ Sci Eur 36 , 8 Download citation. Received : 21 October Accepted : 28 December Published : 08 January Anyone you share the following link with will be able to read this content:. Sorry, a shareable link is not currently available for this article.

Provided by the Springer Nature SharedIt content-sharing initiative. Skip to main content. Search all SpringerOpen articles Search. Download PDF. Abstract Background The large-scale application of pyrethroids and organophosphorus pesticides has great benefits for pest control.

Results According to the data analyzed, each pesticide increased the risk of three to four out of six cancers on average. Conclusion Our results indicated that specific pesticide exposure increased the risk of cancer, which may be mediated by various oxidative stress mechanisms.

Background Cancer has long been considered a serious health hazard. Methods Study design The National Health and Nutrition Examination Survey NHANES aims to assess the nutritional and physical health of Americans.

Study population We excluded participants younger than 20 years with unclear or unknown socioeconomic factors education level, race, family income level, and marital status.

Covariates In this study, the selected covariates included age, sex not applicable to prostate, cervical, and breast cancer , race, family income, educational level, and marital status. Machine learning and model interpretation We compared eight machine learning algorithms including Boosting Tree, Decision Tree, Logistic Regression, Meridian Lossless Packing mlp , Naive Bayes, K Nearest Neighbor, Random Forest, Radial Basis Function Kernel svm rbf based on the area under the curve AUC and accuracy.

Statistical analysis We conducted statistical analysis of the data using IBM SPSS Statistics Table 1 Correlation analysis between demographic factors and outcome variables Full size table. Results Characteristics of study participants and correlation analysis A total of eligible participants were screened for this study Fig.

Full size image. Table 2 Correlation analysis between exposure factors and outcome variables Full size table. Table 3 Association between pesticide exposure and cancer Full size table. Table 4 Association of pesticide exposure with cancer based on subgroup of oxidative stress marker level Full size table.

Discussion The International Chemical Safety Program defines EDC endocrine disrupters as exogenous substances with the potential to alter numerous endocrine and hormonal processes in the human body, causing a wide range of abnormalities and affecting hormone synthesis, metabolism, and excretion during homeostasis and development.

Conclusion In summary, our analysis, based on national representative surveys, demonstrated that pesticides may induce oxidative stress by damaging organs such as liver , increase the risk of cancers. Availability of data and materials Publicly available datasets were analyzed in this study.

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