Associations between nutritional factors and KRAS mutations in colorectal cancer: a systematic review
BMC Cancer volume 20, Article number: 696 (2020)
Between 30 and 50% of colon tumors have mutations in the Kirsten-ras (KRAS) gene, which have a large nutritional attributable risk. Despite its high frequency in colorectal cancer (CRC), data to support specific associations between KRAS mutations in CRC and diet are sparse. Here, we conducted a systematic review to summarize the current epidemiological evidence on the association between various dietary factors and KRAS mutations.
PubMed, Science Direct, and Cochrane databases were searched for relevant studies published until December 31, 2019, using inclusion and exclusion criteria in accordance with PRISMA guidelines. We analyzed the studies to find associations between nutritional factors and CRC tumors with KRAS mutations in humans.
We identified 28 relevant studies to include in this systematic review. In-depth analyses showed unclear associations between nutritional factors and KRAS mutations in CRC. Most epidemiological studies in the same nutrient or food often reported conflicting and/or inconclusive findings, whereas for some dietary factors, the results were homogeneous.
Further research using a more robust prospective cohort study is needed to lend more credence to the epidemiological associations found between KRAS mutations and dietary factors.
Colorectal cancer (CRC), which usually presents as colorectal adenocarcinoma, is the third most commonly diagnosed cancer and the second most deadly cancer worldwide . Both mutations and epigenetic modifications in oncogenes and tumor suppressor genes lead to the development of cancer [2, 3]. In CRC, the key genes include TP53 (tumor protein 53), APC (adenomatous polyposis coli), and KRAS (Kristen rat sarcoma) .
Of the key genes, KRAS mutations are the most widely known, as they are mainly localized in codons 12 and 13, which were among the first linked to the pathogenesis of colon cancer, and have been found in about 42,6% of CRC cases worldwide [5,6,7].
Because KRAS mutations are recognized as an early event in colorectal carcinogenesis, and are associated with a worse prognosis and resistance to cetuximab therapy [5, 8], they may be helpful in screening and early diagnosis of CRC . Furthermore, KRAS mutations play an important role in targeted therapy response . Clinical trials have revealed that patients with wild-type KRAS (KRAS−) had better clinical response in terms of prolonged median progression-free survival and overall response rates compared with those with mutant KRAS (KRAS+) [11, 12].
Despite the frequency of KRAS mutations in CRC, data on their etiology are sparse, and their occurrence and persistence have been blamed on many risk factors. Although heredity may play a role, a history of exposure to environmental risk factors, including dietary factors, has also been suggested . In fact, there is an interaction of cell molecular changes and environmental factors, with a great contribution of diet components . Therefore, epidemiological studies have been conducted to study possible relationships between known or suspected nutritional factors related to the risk of CRC and the occurrence and persistence of KRAS mutations. Biologically plausible mechanistic studies in vitro models [15, 16], or in animal models of CRC [17, 18] have also been conducted to understand how nutritional factors may influence the risk of mutation.
Here, we conducted a systematic review to summarize the current epidemiological evidence on the relationship between various dietary factors and KRAS mutations on human populations. Understanding how KRAS mutations arise in colorectal tumors may provide valuable clues for prevention strategies.
The search was conducted in accordance with the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines for systematic reviews  to identify studies reporting associations between nutritional factors and KRAS mutations in CRC worldwide.
We conducted an exhaustive search for English literature studies in the PubMed (https://www.ncbi.nlm.nih.gov/), Cochrane (www.thecochranelibrary.com), and ScienceDirect (https://www.sciencedirect.com) databases. The main search terms included “nutritional factors” or “nutrition” or “nutrient” or “diet” or “aliment” or “food” AND “KRAS mutation” or “Kirsten rat sarcoma” or “K-ras” or “Ki-ras” or “KRAS2” or“K-ras2” or “Ki-ras2” AND “colorectal cancer” or “colorectal carcinoma” or “colon” or “rectum.” To avoid missing any articles, the search was cast more widely, with references of included articles also individually checked. All identified studies published until December 31, 2019 were considered.
Inclusion and exclusion criteria
Studies were included if they explored the association between nutritional factors and CRC tumor with KRAS mutations in human subjects. We excluded experimental studies on human or animal cells and studies of KRAS mutations in other types of cancer. Only observational studies were included (case series, case-control, and cohort studies).
All identified studies were independently reviewed by two authors for relevance of the inclusion/exclusion criteria. The two authors extracted specific data from each study, including the name of the first author, country, study design, number of participants, year of publication, exposure and confounding factors, specific characteristics and outcomes, main findings, and effects.
The quality of the included studies was assessed using PRISMA guidelines . Study quality was assessed according the following criteria: accuracy and validity of the questions (answers per evidence) and the representability of the studied population. Study quality was also assessed according to the strength of the findings in relation to type of study design (level) and the study’s methodological weaknesses (the biases and limitations of each study) .
The literature search identified 2274 studies. After exclusion of duplicate studies from PubMed, Cochrane, and ScienceDirect searches, and after stepwise exclusion of research outside the scope of our review (mostly laboratory and animal studies, research involving other cancers, and studies focused on cancer treatment or survival), only 41 studies remained for further in-depth analysis through reading of the full text. Thirteen articles were excluded because they were experimental studies on human or animal, or in vitro studies, or bibliographic synthesis studies. This resulted in 28 original studies published between 1997 and 2019 for inclusion in our systematic review. The PRISMA diagram for the systematic review process is shown in Fig. 1.
The quality assessment of selected studies is presented in Table 1. The included studies in the current systematic review have an acceptable quality assessment. Nearly two thirds of them were large cohort or large case control studies.
Among 28 articles included for review, 12 studies were case cohort studies, 12 were case-control studies, 3 were case series studies, and 1 was a case report study. All studies had an objective of determining a link between known or suspected nutritional factors for CRC and KRAS mutations. Some articles investigated a single type of diet, whereas some tackled multiple ones. Investigated dietary factors included meat, fruits and vegetables, fiber, dairy products, coffee and tea, acrylamide foods, alcoholic beverages, and organochlorine compounds, as well as numerous nutrients, including vitamins (A, B1, B2, B6, B9, B12, D, E), calcium, animal protein, heme iron, and fat. Table 2 summarizes the main findings, and the sections below summarize the most relevant findings for each of the foods and nutrients studied (arranged in alphabetical order).
Associations between foods and KRAS mutational status
Acrylamide, which is present in heat-treated carbohydrate-rich foods such as coffee, fried/baked potatoes, and bakery goods, has been classified by the International Agency for Research on Cancer as a probable human carcinogen (group 2A) . One study of the 28 included in our analysis focused on the link between KRAS mutations and acrylamide. This 7.3-year follow-up case-cohort analysis of 120,852 participants (58,279 men, and 62,573 women), and 733 CRC cases which were available for the molecular analysis, within the Netherlands Cohort Study on diet and cancer, reported that acrylamide intake was positively associated with risk of CRC, with activating KRAS mutations among men but not among women .
On the basis of a Case cohort study embedded in the Netherlands Cohort Study on diet and cancer (NLCS), Bongaerts et al., concluded that alcohol intake did not affect KRAS mutation status  but they reported a positive association with beer drinking. However, Stattery’s study shows a positive association between high level of alcohol and tumors harboring KRAS mutations . Finally, Two case series studies found no association [31, 47].
Coffee and tea
The caffeine and theophylline found in coffee and tea respectively, have been shown to have no influence on the risk of colon cancer . Studies on coffee and tea and their relation to KRAS mutations are scarce. We identified only two studies on tea [28, 36] and two studies on coffee or caffeine [28, 43], which reported no association between tea or coffee consumption and KRAS activating mutations.
Studies on associations between KRAS mutations and dairy products were inconsistent. Slattery et al. and Wark et al. found no association between dairy products and KRAS mutation [32, 36], whereas, Kampman et al. observed that diets low in dairy products were more likely to be associated with tumors harboring KRAS+ mutations in codon 12 .
Fruits and vegetables
In a case control study that described associations between vegetables and KRAS mutations, high-level intake of vegetables was significantly associated with reduced risk of KRAS mutations . Two other studies included in the present systematic review showed that distribution of specific KRAS mutations may vary according to consumption of fruits and vegetables. In Kamal et al., patients who developed an adenoma harboring a KRAS codon 13 mutation consumed less fruits and vegetables and patients with KRAS codon 12 transversion mutations consumed more fruits and green leafy vegetables than patients with KRAS codon 12 transition mutations . In Naguib et al., individuals harboring KRAS-mutated cancers with G-to-A transitions consumed less fruits and vegetables .
In another case-control study, low-intake levels of cruciferous vegetables were associated with reduced risk of having KRAS mutations . However, Slattery’s study, showed no significant association between KRAS status and cruciferous vegetables intake .
Meat (red meat, white meat, and fish)
Identified studies had inconsistent findings regarding red meat in relation to KRAS mutations. Slattery et al. found in a case control study no significant association between fresh meat products and colon or rectal cancer, neither overall nor regard to KRAS mutation status [32, 42]. Red meat was also not associated with KRAS mutations in a case control study from kampman et al.  and case series studies from O’Brien et al. , and Martinez et al. . However, Carr et al. reported in a case-control study with colon cancer patients, the existence of positive associations between higher red meat intake and KRAS+ mutations .
Naguib et al., found an association between mutations in KRAS+ and white meat consumption , while Kampman et al. observed substantial differences according to the affected KRAS codon. They found that poultry consumption (per 17 g) was inversely associated with KRAS codon 13 mutation and positively association with KRAS codon 12 mutation .
Diet is an important source of exposure to many synthetic organic chemicals used in industry and agriculture, including industrial organochlorine compounds, which have been classified as “probably” or “possibly” carcinogenic to humans . In a case-control study conducted in Spain, researchers found that a higher serum concentration of organochlorine compounds was associated with an elevated risk of colorectal cancer with KRAS− but not with KRAS+ .
Associations between nutrients and KRAS mutational status
High levels of animal protein have been shown to be associated with increased risk of rectal tumors . A possible association with KRAS codon 12 mutation was highlighted in a case report study that reported the autopsy of an Italian King . An association was also detected in a case-control study in which high intake of animal protein (per 17 g) was positively associated with colon tumors harboring codon 12 mutations .
Epidemiological studies have provided mixed results regarding calcium intake and KRAS mutations. In fact, some researchers have reported a protective role of calcium intake, which was associated with decreased odds of having KRAS+ tumors [41, 48]. Other studies did not find an association between dietary calcium that was specific to tumors with KRAS mutations [22, 31, 36, 47]. In Kampman et al., colon tumors with codon 12 and 13 KRAS mutations were differently associated with intake of calcium, with positive association between calcium and mutations in codon 12) and inverse associations between calcium intake and codon 13 .
Heme iron is an element found exclusively in animal products and especially in red meat. Gilsing et al. showed that heme iron intake was associated with an increased risk of CRC harboring activating G > A transitions in KRAS mutations . Laso et al., however, provided contradictory results: patients with KRAS mutations in codon 12 consumed significantly less iron than controls. Furthermore, a multivariate analysis for heme iron intake, adjusted by age and energy, and compared with controls and versus each molecular subtype of CRC showed no significant OR .
Fat has received much research attention for its potential impact in CRC; nonetheless, the link between fat intake and the KRAS mutational status in CRC is largely inconsistent. We identified a number of studies, and many did not observe an association between a high intake of total fat and risk of CRC or KRAS mutation status [31, 32, 44, 45, 47, 48]. Other identified studies revealed that high intake of polyunsaturated fatty acid, specifically linoleic acid, was associated with increased risk of KRAS+ [34, 36, 39]. Slattery et al. observed saturated and monounsaturated fats, but not polyunsaturated fat, to be associated with increased risk of colon tumors, with specific KRAS mutations at codon 12 . High intake of monounsaturated fats, mostly derived from olive oil in the Spanish diet, was found to be significantly associated with decreased risk of cancer with KRAS− genotype .
In the present systematic review, one study showed an association between vitamin A and KRAS mutations in codon 12. Patients with these mutations consumed significantly less vitamin A than controls .
Vitamin B (B1, B2, B6, B9, B12)
Low intake of vitamin B1 was associated with KRAS mutations in codon 12 but not in codon 13 in Laso et al., study . Vitamin B2 was differently associated with risk of KRAS+ and KRAS−adenomas . Intake of vitamin B2 was somewhat positively, but not significantly, associated with KRAS+ adenomas. However, Naguib’s study did not detect any association .
In the prospective, population-based Iowa Women’s Health Study, which included 41,836 older women, no association was observed between vitamin B6 intake and KRAS mutations . Similarly, two another studies reported the same result [31, 44].
Findings on dietary folate or red blood cell (RBC) folate in relation to KRAS mutations in colorectal tumors were inconsistent in the studies included in the present systematic review. In some studies, KRAS mutations were not significantly associated with lack of folate [29, 31, 33, 44]. In other studies, a higher risk of KRAS mutations was associated with a lower intake of total folate or RBC folate [28, 41, 47]. In the study from Brink et al., differences in associations between colon and rectal cancer were observed. Dietary folate intake was not significantly associated with KRAS mutation status in colon cancer, but it was associated with KRAS-mutated tumors in rectal cancer, and the effects of folate on rectal cancer risk showed differences in men versus women .
Results regarding vitamin B12 were also conflicting. In the prospective, population-based Iowa Women’s Health study . And in Naguib’s study researchers did not observe an association between vitamin B12 intake and overall risk of CRC or KRAS mutation status among older women . In a study that included database information from two independent prospective cohort studies (88,691 women and 47,371 men), high vitamin B12 intake was inversely associated with colon cancer, regardless of KRAS status . Conversely, low levels of vitamin B12 intake were associated with reduced risk or KRAS mutations in a multicenter, case-control study of colon cancer .
Only one study was conducted to look for a possible association between Vitamin C intake and tumors with KRAS mutations, but the results found do not underline any association .
Despite accumulating evidence for the preventive effect of vitamin D on colorectal carcinogenesis, its precise mechanisms remain unclear . Jung et al. found that a higher predicted vitamin D score was significantly associated with lower risk of colorectal cancer, but no direct relationship with the KRAS gene was identified . Naguib et al. reached the same result . However, Laso et al. observed that KRAS mutations in codon 12 were significantly associated with lack of vitamin D, suggesting the protective role of this vitamin .
A lower intake of vitamin E was associated with increased risk of CRC. Nonetheless, no association with KRAS mutations status was observed .
Acrylamide foods: Epidemiologic data on the effects of dietary acrylamide remain scant, with no direct evidence that dietary intake of acrylamide is associated with risk of CRC [51,52,53]. However, experimental studies on rodents concluded that acrylamide is carcinogenic and led to several tumors. In vivo, acrylamide is oxidized to the epoxide glycidamide that forms adducts with DNA bases and causes mutations . In addition, acrylamide and glycidamide exposure have been shown to influence hormone levels in human colorectal cells by increasing the expression of genes involved in the generation of sex hormones and by affecting the ability of tumors to escape apoptosis-based surveillance mechanisms . These experimental studies are concordant with Hogervorst results only in men .
The fact that KRAS mutations in women are not affected by exposure to acrylamide remains a mystery to be elucidated by experiments that take into account tumor and environmental heterogeneity, especially hormonal differences between the two sexes.
Alcoholic beverages: In a pooled analysis of eight prospective cohort studies, CRC risk was increased when daily alcohol consumption levels exceed 30.0 g . This suggests that a dose-response relationship exists between alcohol consumption and CRC, with higher levels of daily alcohol intake perhaps resulting in genetic mutations . In fact, mechanisms linked to colorectal tumorigenesis, such as cellular damage associated with ethanol and its metabolites, specifically acetaldehyde which can break and damage DNA leading to permanent mutations in DNA sequences; and induce reactive oxygen species formation through cytochrome pathway, have been observed in heavy or chronic alcohol consumers [58,59,60,61,62]. This means that studies in heavy consumers can clarify the association between alcoholic beverages and KRAS mutations in CRC. For moderate alcohol consumption levels, as in the studies analyzed in this systematic review, there is a certain risk of developing colorectal tumors but possibly through mechanisms other than those causative of KRAS mutations.
Dairy products: In a systematic review summarizing studies conducted in Middle Eastern and North African countries, some included studies reporting that dairy products were a protective factor for CRC and others considering them as a risk factor . The conflicting epidemiological evidence related to dairy products might be explained by the potential dual nature of these foods. In fact, dairy products naturally contain calcium which may play a role in preventing carcinogenesis . In fact, calcium is considered as a potential chemopreventive agent which reduce colon cancer by binding to some substances (acids bile and free fatty acids) whose effect is toxic on colonic epithelial cells; and by inducing the cell differentiation when it enters the interior of these cells . On the other hand, dairy products may also contain fats, hormones and growth factors, which can promote tumor growth [65, 66], and may explain the results inconsistency found in this systematic review.
Fiber: A review of all published meta-analyses was performed on the association between dietary fiber and colorectal cancer conclude that the high consumption of fiber may benefit from a reduction in the incidence of developing colorectal cancer . High-fiber content has many roles, including diluting and binding potential carcinogens as well as reducing transit time [68, 69]. Therefore, it was not surprising to find that dietary fiber was significantly associated with reduced risk of rectal tumors overall as well as with reduced risk of KRAS tumor mutations [32, 41].
Fruits and vegetables: Fruits and vegetables contain many nutrients and phytochemicals that have antioxidant, antimutagenic, and anticarcinogenic properties [70, 71]. The relation between fruit and vegetable consumption and the low risk of KRAS mutational status may be due to their richness in fiber and some bioactive compounds such as flavonols, which are capable of inhibiting nitroso compound formation . Nitroso compounds are capable of inducing guanine base alkylation, which, if not repaired, can lead to G to A base transitions .
Fish: although it has been long believed that n-3 fatty acids (more popularly known as omega-3 fatty acids), which are present in high levels in fish, are capable of preventing carcinogenesis via multiple pathways [74, 75], increasing studies have shown conflicting findings between omega-3 fatty acids and cancer prevention. In fact, a reanalysis of past research has suggested that there may not be any reduction of cancer risk after all , or the association between fish and CRC is very weak and differs according to gender and countries with no non-linear dose-response association . Genetic Studies in this review confirm previous findings, showing no mutagenic or protective effect of fish.
Red meat: studies have shown that red meat is strongly associated with increasing CRC risk by approximately 20% with increasing intake of dairy up to ~ 150 g/d [78, 79]. Barbequed red meat or meat prepared at high temperatures may be important sources of mutagenic and carcinogenic compounds, such as heterocyclic amines , and tumor promoters . Red meat consumption may increase colon cancer risk by inducing the endogenous production of N-nitroso compounds and their precursors, which may induce KRAS mutations [82, 83].
In the prospective cohort study from Brink et al., the absence of an association between fresh meat and risk of colon or rectal cancer with KRAS mutations could be due to the expected low content of carcinogens in the fresh meat preparations consumed by the participants and also to the lack of correlations between meat preparation and the amount of fresh meat consumed .
White meat: epidemiological studies generally show that there is no association between white meat consumption and CRC risk . Kampman et al. suggest that colon tumors with codon 12 and 13 KRAS mutations are related differently to consumption of poultry . In vitro mechanistic investigations are needed to elucidate these contradictory findings.
Organochlorine compounds: only one study treated this topic with a small sample . There results remain hypothesis generating and further studies are needed to address the questions about the association between KRAS mutations and organochlorine compounds.
Animal protein: In animal and in vitro studies, a high protein diet could lead to DNA damage of colonocytes and decrease colonic mucosal thickness , but epidemiological data remain controversial. Two studies in this review agree on a possible positive association between animal protein and KRAS+ mutation [32, 45]. However, a meta-analysis comprising 8187 cases, concluded that there was no relationship between animal or vegetable protein and CRC risk .
Calcium: the variations in reports of calcium intake being linked to CRC may be partly due to alterations in bile acids, which are carcinogenic in animal models. In fact, studies in animals have indicated a protective effect of dietary calcium, which binds bile acids in the bowel lumen, inhibiting their proliferative and the carcinogenic effects [86, 87], and reduces the number of mutations in the KRAS gene of the rat . Also, a recent meta-analysis including 14 cohort studies and 15 case-control studies, suggests that higher intakes of dietary Calcium may help to reduce the risk of CRC slightly .
Heme iron: in a meta-analysis of five prospective studies, the relative risk of colon cancer was 1.18 (95% CI, 1.06–1.32) for patients who had the highest category of heme iron intake compared with those in the lowest category . Heme iron and its metabolic products may increase the overall mutation rate and promote specific point mutations in the DNA of colonic tissue. For example, heme was shown to catalyze the endogenous formation of N-nitroso compounds [91, 92]. Such metabolites have been shown to induce G > A transitions in a variety of genes, including KRAS, in both rodent and in vitro studies .
Fat: The association between total dietary fat, including fat constituents such as saturated fat, monounsaturated fat, polyunsaturated fat, and cholesterol, and CRC risk has been evaluated in numerous epidemiologic studies. Results have generally been mixed . In our review, we note the same finding regarding KRAS mutations: whereas some studies have reported positive associations, several studies have observed null or inverse associations. However, some recent studies underline the fat carcinogenic potential . The main hypothesis supporting a possible effect of fat on CRC risk is based on the intraluminal effect of the fat digestion products. In fact, fat may promote colon cellular damage by increasing bile acid and fatty acid excretion in the colonic lumen .
Vitamins: B vitamins are essential for DNA methylation and nucleotide biosynthesis. Adequate dietary intake of these vitamins has previously been related to a lower colon cancer risk . Folic acid, a water-soluble B-complex vitamin (B9) is the most studied and the most controversial. In fact, the relationship between folate intake or blood levels and colorectal molecular parameters appears to be quite complex. The studies included in the present systematic review showed inconsistent results that may differ depending on gender, tumor position, folic acid concentration and type of KRAS mutations. There is evidence for a “dual role” of folate in carcinogenesis whereby folate may prevent early cancers but causes harm if the lesions have formed . Despite this effect, epidemiological studies have shown that reduced folate levels may be a risk factor for KRAS mutation development, especially because folate is an important coenzyme for DNA methylation and synthesis. However, a meta-analysis of 27 papers showed a relative risk estimate reduction of 0.85 (95% CI, 0.74–0.99) when comparing low versus high folic acid supplementation . The absence of consistent epidemiological evidence regarding folic acid intake or blood levels and KRAS mutational status suggests that more work is still needed to fully delineate the influence of this nutrient on CRC molecular subtypes.
Vitamin D: the consistent and significant inverse association between vitamin D and risk of CRC was supported by experimental studies, which demonstrated that vitamin D reduces proliferation, inflammation, and angiogenesis, stimulates differentiation and apoptosis, and enhances the immune system [100, 101]. A recent meta-analysis including 15 studies in 14 countries has achieved an important result: having a 25(OH) D concentration > 35 ng/ml was associated with a nearly 40% lower risk of colorectal cancer compared with < 15 ng/ml .
In summary, the present systematic review of epidemiological studies focusing in the associations between nutritional factors and KRAS mutations in CRC found that there is no association between fish, vitamin C, coffee and tea consumption, and KRAS mutation status in CRC. High levels of animal protein, acrylamide foods, and low levels of vitamin A consumption have been shown to be associated with increased risk of CRC tumors with KRAS mutations. However, concerning alcoholic beverages, dairy products, fiber, fruits and vegetables, red meat, calcium, heme iron, fat and vitamin B inconsistent and conflicting results have been found between these nutritional factors and specific KRAS mutations in CRC.
These inconsistencies may be explained by the strength of the evidence, which varied widely depending on study design. Although case-control studies were more likely to find a significant association between a nutritional factor of interest and KRAS mutations, these significant associations did not carry over to cohort studies, which are considered to have a stronger and more robust design, free of the limitations that accompany case-control studies. Inconsistent findings of epidemiological studies on KRAS mutations in CRC and nutritional factors may have been also due to small sample sizes in several studies, measurement error, and confounding variables. In addition, some studies conclude that codon 12 has a preferential association with codon 13, which shows that in the same gene, the susceptibility to mutations through nutrients can vary, making the gene-nutrition association very complex. Along with these considerations, associations between diet and KRAS mutational status may be hard to confirm in epidemiological studies that used questionnaires to assess exposure. Such assessments may not be sensitive enough to detect associations; biological assessment of specific nutrients hypothesized to affect KRAS mutations in body fluids or tissue samples may be more appropriate.
Some epidemiological studies on diet and colorectal KRAS mutations are highly inconsistent and conflicting; others were homogeneous especially for fish, vitamins C and E, coffee, tea, animal protein, acrylamide foods, and vitamin A. Further studies on epidemiological associations with a more robust prospective cohort design are needed. In addition, there is a need for investigations on the most effective way to implement what is already known about healthy nutrition choices, thereby allowing risk of CRC and other cancers related to diet to be decreased.
Availability of data and materials
All data generated or analysed during this study are included in this published article.
Analysis of variance
Adenomatous polyposis coli gene
Body mass index
Glutathione S-transferases mu form
Health professionals follow-up study
Kristen rat sarcoma
- KRAS - :
- KRAS + :
Monounsaturated fatty acids
- NAT :
Nurses’ health studies
Netherlands cohort study on diet and cancer
Tumor protein 53
Preferred reporting items for systematic reviews and meta-analyses guidelines
Polyunsaturated fatty acids
Saturated fatty acids
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Research reported in this publication was supported by Moffitt Cancer Center under the NIH International Fogarty Center for the award number 5D43TW009804, PI Anna Giuliano.
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El Asri, A., Zarrouq, B., El Kinany, K. et al. Associations between nutritional factors and KRAS mutations in colorectal cancer: a systematic review. BMC Cancer 20, 696 (2020). https://doi.org/10.1186/s12885-020-07189-2
- KRAS mutations
- Colorectal cancer